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diff --git a/Results/ANN/OptimalSetup.npz b/Results/ANN/OptimalSetup.npz
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diff --git a/miscellaneous/__pycache__/DataPreparation.cpython-311.pyc b/miscellaneous/__pycache__/DataPreparation.cpython-311.pyc
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diff --git a/models/ANN.py b/models/ANN.py
index b6b49614816917d423d0cc4d53cb8d087ba963e3..b71cacd4b1009c17f71782756a2e007d506e0383 100644
--- a/models/ANN.py
+++ b/models/ANN.py
@@ -1,30 +1,54 @@
+import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau
-from kerastuner import HyperModel, Hyperband
+from kerastuner import HyperModel, Hyperband, GridSearch, BayesianOptimization
import matplotlib.pyplot as plt
from models.RegressionModels import RegressionModels
class ANN(RegressionModels):
def train(self, X_r_velocity, X_r_pressure, lr=1e-1, epochs=10_000, batch_size=32, plot_learning=True):
+ # Configure GPU usage
+ physical_devices = tf.config.list_physical_devices('GPU')
+ if physical_devices:
+ tf.config.experimental.set_memory_growth(physical_devices[0], True)
+ print(f"GPU detected: {physical_devices[0]}")
+ else:
+ print("No GPU detected")
+ print(physical_devices)
callbacks = [
EarlyStopping(monitor='mse', patience=500),
ReduceLROnPlateau(monitor='mse', factor=0.1, patience=200)
- ]
-
- max_trials_tuner = 25
- epochs_tuner = 100
- tuner_velocity = Hyperband(
+ ]
+ callbacks_tuner = [
+ EarlyStopping(monitor='val_mse', patience=50),
+ ReduceLROnPlateau(monitor='val_mse', factor=0.1, patience=20)
+ ]
+
+ max_trials_tuner = 75
+ epochs_tuner = 1000
+ # tuner_velocity = Hyperband(
+ # ANNHyperModel(
+ # param_matrix_train=self.param_matrix_train,
+ # X_r=X_r_velocity
+ # ),
+ # objective='val_mse',
+ # max_epochs=epochs_tuner,
+ # max_trials=max_trials_tuner,
+ # directory='models/trained_models/ANN',
+ # project_name='ANN_Hyperband_velocity'
+ # )
+ tuner_velocity = GridSearch(
ANNHyperModel(
param_matrix_train=self.param_matrix_train,
X_r=X_r_velocity
),
objective='val_mse',
- max_epochs=max_trials_tuner,
+ max_trials=max_trials_tuner,
directory='models/trained_models/ANN',
- project_name='ANN_Hyperband_velocity'
+ project_name='ANN_GridSearch_velocity'
)
tuner_velocity.search(
@@ -40,25 +64,36 @@ class ANN(RegressionModels):
self.param_matrix_train, X_r_velocity.T,
validation_split=0.2,
epochs=epochs, batch_size=batch_size,
- callbacks=callbacks
+ callbacks=callbacks_tuner
)
- tuner_pressure = Hyperband(
+ # tuner_pressure = Hyperband(
+ # ANNHyperModel(
+ # param_matrix_train=self.param_matrix_train,
+ # X_r=X_r_pressure
+ # ),
+ # objective='val_mse',
+ # max_epochs=epochs_tuner,
+ # max_trials=max_trials_tuner,
+ # directory='models/trained_models/ANN',
+ # project_name='ANN_Hyperband_pressure'
+ # )
+ tuner_pressure = GridSearch(
ANNHyperModel(
param_matrix_train=self.param_matrix_train,
X_r=X_r_pressure
),
objective='val_mse',
- max_epochs=max_trials_tuner,
+ max_trials=max_trials_tuner,
directory='models/trained_models/ANN',
- project_name='ANN_Hyperband_pressure'
+ project_name='ANN_GridSearch_pressure'
)
tuner_pressure.search(
self.param_matrix_train, X_r_pressure.T,
validation_split=0.2,
epochs=epochs_tuner, batch_size=batch_size,
- callbacks=callbacks
+ callbacks=callbacks_tuner
)
best_hp_pressure = tuner_pressure.get_best_hyperparameters(num_trials=1)[0]
@@ -140,7 +175,7 @@ class ANNHyperModel(HyperModel):
# Compile model
model.compile(
- optimizer=Adam(learning_rate=1e-3), # Also change this to e.g. adam, sgd, rmsprop, adagrad?
+ optimizer=Adam(learning_rate=1e-1), # Also change this to e.g. adam, sgd, rmsprop, adagrad?
loss='mean_squared_error',
metrics = ['mae', 'mse'],
)
diff --git a/models/__pycache__/ANN.cpython-311.pyc b/models/__pycache__/ANN.cpython-311.pyc
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deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/oracle.json b/models/trained_models/ANN/ANN_GridSearch_pressure/oracle.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a57ba433c87988220e7cb6de6d03769370a7c60
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/oracle.json
@@ -0,0 +1 @@
+{"ongoing_trials": {}, "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 8, "activation_2": "relu"}}, "start_order": ["00", "01", "02", "03", "04", "05", "06", "07", "08", "09", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74"], "end_order": ["00", "01", "02", "03", "04", "05", "06", "07", "08", "09", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59", "60", "61", "62", "63", "64", "65", "66", 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similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0000/build_config.json
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similarity index 100%
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similarity index 100%
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new file mode 100644
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similarity index 100%
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..2e3fccfa8de4c48ccbcdf35de7c2741d900d0f7e
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..52a74398780fc8a3b84c0443f360da91a412ebc5
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_04/trial.json
@@ -0,0 +1 @@
+{"trial_id": "04", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 16, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.22174537181854248], "step": 25}]}, "mae": {"direction": "min", "observations": [{"value": [0.2689509689807892], "step": 25}]}, "mse": {"direction": "min", "observations": [{"value": [0.22174537181854248], "step": 25}]}, "val_loss": {"direction": "min", "observations": [{"value": [3.1605451107025146], "step": 25}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.7843257784843445], "step": 25}]}, "val_mse": {"direction": "min", "observations": [{"value": [3.1605451107025146], "step": 25}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 25}]}}}, "score": 3.1605451107025146, "best_step": 25, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..257863937fd281319d23dd95cb267f8bbdbd70e5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..56ffac4075b9b9cef6f5594bd0c14390fbc8a4c8
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_05/trial.json
@@ -0,0 +1 @@
+{"trial_id": "05", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 16, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.9107694625854492], "step": 1}]}, "mae": {"direction": "min", "observations": [{"value": [0.9992730617523193], "step": 1}]}, "mse": {"direction": "min", "observations": [{"value": [1.9107694625854492], "step": 1}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.501191139221191], "step": 1}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.787899374961853], "step": 1}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.501191139221191], "step": 1}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 1}]}}}, "score": 12.501191139221191, "best_step": 1, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..478c9c13a3036236b235254135634972046c1b1b
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..71ed08f65af78b8bffa7f47d6abd099911a423bb
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_06/trial.json
@@ -0,0 +1 @@
+{"trial_id": "06", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 32, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.12966230511665344], "step": 40}]}, "mae": {"direction": "min", "observations": [{"value": [0.20776012539863586], "step": 40}]}, "mse": {"direction": "min", "observations": [{"value": [0.12966230511665344], "step": 40}]}, "val_loss": {"direction": "min", "observations": [{"value": [3.240469455718994], "step": 40}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6896615624427795], "step": 40}]}, "val_mse": {"direction": "min", "observations": [{"value": [3.240469455718994], "step": 40}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.009999999776482582], "step": 40}]}}}, "score": 3.240469455718994, "best_step": 40, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..13373d03d88085cfc4df846dd2aa82a480bbfc1b
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4a03c426272d36df14da9d94757590d9a640c57
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_07/trial.json
@@ -0,0 +1 @@
+{"trial_id": "07", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 32, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.06781167536973953], "step": 49}]}, "mae": {"direction": "min", "observations": [{"value": [0.15207868814468384], "step": 49}]}, "mse": {"direction": "min", "observations": [{"value": [0.06781167536973953], "step": 49}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.5033364295959473], "step": 49}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5227206945419312], "step": 49}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.5033364295959473], "step": 49}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 49}]}}}, "score": 2.5033364295959473, "best_step": 49, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..fe7ccbcbfbffd05a785e96a1e25589cf9074544e
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..c955aa1a2a861b7274bdaa7c0905e1bbee7b0370
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_08/trial.json
@@ -0,0 +1 @@
+{"trial_id": "08", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 32, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.136227086186409], "step": 28}]}, "mae": {"direction": "min", "observations": [{"value": [0.220741868019104], "step": 28}]}, "mse": {"direction": "min", "observations": [{"value": [0.136227086186409], "step": 28}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.450242042541504], "step": 28}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6407002210617065], "step": 28}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.450242042541504], "step": 28}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 28}]}}}, "score": 2.450242042541504, "best_step": 28, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9cd7d163af6582f1388e0c7aeb005331c4143519
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f6c758064d8bb34753a87dc03246b3656c41528
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_09/trial.json
@@ -0,0 +1 @@
+{"trial_id": "09", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 64, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.147653728723526], "step": 45}]}, "mae": {"direction": "min", "observations": [{"value": [0.21858417987823486], "step": 45}]}, "mse": {"direction": "min", "observations": [{"value": [0.147653728723526], "step": 45}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.833660840988159], "step": 45}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6631906032562256], "step": 45}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.833660840988159], "step": 45}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 45}]}}}, "score": 2.833660840988159, "best_step": 45, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/build_config.json
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rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..80486b16cd86446a0e2e1a4af3a80816b462de01
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_10/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..ba52bc076e811902535b9993c5ffa5194a47a733
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e345a0e85c75b9225a3846dd52afaaf932f8635
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_11/trial.json
@@ -0,0 +1 @@
+{"trial_id": "11", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 64, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.07683045417070389], "step": 20}]}, "mae": {"direction": "min", "observations": [{"value": [0.17658524215221405], "step": 20}]}, "mse": {"direction": "min", "observations": [{"value": [0.07683045417070389], "step": 20}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.904414653778076], "step": 20}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5950274467468262], "step": 20}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.904414653778076], "step": 20}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 20}]}}}, "score": 2.904414653778076, "best_step": 20, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..0c899e570b064cac3ce6cfda94aa414d4a75b6e2
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed43124a6add8fa4d5a409e4f99f7f54661276ba
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_12/trial.json
@@ -0,0 +1 @@
+{"trial_id": "12", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 128, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.1129767969250679], "step": 37}]}, "mae": {"direction": "min", "observations": [{"value": [0.21841922402381897], "step": 37}]}, "mse": {"direction": "min", "observations": [{"value": [0.1129767969250679], "step": 37}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.6958389282226562], "step": 37}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5140302181243896], "step": 37}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.6958389282226562], "step": 37}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 37}]}}}, "score": 1.6958389282226562, "best_step": 37, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..1100e4a8f4ef0fef59a34bf1bca9f6602ccbd489
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd56a447d9a4d2742b249cccc977bc75f6c04e28
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_13/trial.json
@@ -0,0 +1 @@
+{"trial_id": "13", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 128, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.1243312731385231], "step": 45}]}, "mae": {"direction": "min", "observations": [{"value": [0.2169932723045349], "step": 45}]}, "mse": {"direction": "min", "observations": [{"value": [0.1243312731385231], "step": 45}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.4902596473693848], "step": 45}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.67693030834198], "step": 45}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.4902596473693848], "step": 45}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 45}]}}}, "score": 2.4902596473693848, "best_step": 45, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..61109e07da2bcfcdb8f4be4cf21343c7a01ea41c
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..94f7463cfdc5cbf1e4e88e45649a10fa76bbe735
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_14/trial.json
@@ -0,0 +1 @@
+{"trial_id": "14", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 128, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.4854462146759033], "step": 16}]}, "mae": {"direction": "min", "observations": [{"value": [0.7410959601402283], "step": 16}]}, "mse": {"direction": "min", "observations": [{"value": [1.4854462146759033], "step": 16}]}, "val_loss": {"direction": "min", "observations": [{"value": [13.131363868713379], "step": 16}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7272204160690308], "step": 16}]}, "val_mse": {"direction": "min", "observations": [{"value": [13.131363868713379], "step": 16}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 16}]}}}, "score": 13.131363868713379, "best_step": 16, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..b5c948a8d48acf99accfec2d137996cbebafdada
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..124fdb57fdf5bf86c57f7a5b0eb67d2d5d699e60
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_15/trial.json
@@ -0,0 +1 @@
+{"trial_id": "15", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 256, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.14115656912326813], "step": 37}]}, "mae": {"direction": "min", "observations": [{"value": [0.22971215844154358], "step": 37}]}, "mse": {"direction": "min", "observations": [{"value": [0.14115656912326813], "step": 37}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.3760454654693604], "step": 37}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6908820867538452], "step": 37}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.3760454654693604], "step": 37}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 37}]}}}, "score": 2.3760454654693604, "best_step": 37, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..0b6347e8b429d07d76a47e2af8c147cbb22422a2
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ba0e4725db66a4021e920b816e08360d7ababaf
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_16/trial.json
@@ -0,0 +1 @@
+{"trial_id": "16", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "relu", "num_units_2": 256, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.6618880033493042], "step": 20}]}, "mae": {"direction": "min", "observations": [{"value": [0.8684790730476379], "step": 20}]}, "mse": {"direction": "min", "observations": [{"value": [1.6618880033493042], "step": 20}]}, "val_loss": {"direction": "min", "observations": [{"value": [11.3673095703125], "step": 20}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7602993249893188], "step": 20}]}, "val_mse": {"direction": "min", "observations": [{"value": [11.3673095703125], "step": 20}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 20}]}}}, "score": 11.3673095703125, "best_step": 20, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/build_config.json
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rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/checkpoint.weights.h5
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index 0000000000000000000000000000000000000000..bde06ac1e6673b70b164d7b64ad22eddf6749e5b
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc91ca6e75606c728ff961bfd8e4da5913b38346
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_17/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f38536b36945ecc3eb6abc6b5d02d31d3f3b4e01
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_18/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6037378bc50f1bce3786eeb5e7ec6fd69f8b6ee
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_19/trial.json
@@ -0,0 +1 @@
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..d80fd4f827d7f1112837e3253a7cdd4b1a2590ae
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_20/trial.json
@@ -0,0 +1 @@
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e2ee33aa28b52c4fdafc5184eba0ef0ad7f5fb4
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_21/trial.json
@@ -0,0 +1 @@
+{"trial_id": "21", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 16, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.08571361750364304], "step": 36}]}, "mae": {"direction": "min", "observations": [{"value": [0.17693839967250824], "step": 36}]}, "mse": {"direction": "min", "observations": [{"value": [0.08571361750364304], "step": 36}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.5015318393707275], "step": 36}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6493486762046814], "step": 36}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.5015318393707275], "step": 36}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 36}]}}}, "score": 2.5015318393707275, "best_step": 36, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff469ba9fc00aec800089600505a4f56987a487a
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_22/trial.json
@@ -0,0 +1 @@
+{"trial_id": "22", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 16, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.14887474477291107], "step": 44}]}, "mae": {"direction": "min", "observations": [{"value": [0.2536107003688812], "step": 44}]}, "mse": {"direction": "min", "observations": [{"value": [0.14887474477291107], "step": 44}]}, "val_loss": {"direction": "min", "observations": [{"value": [3.258007526397705], "step": 44}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5978266000747681], "step": 44}]}, "val_mse": {"direction": "min", "observations": [{"value": [3.258007526397705], "step": 44}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 44}]}}}, "score": 3.258007526397705, "best_step": 44, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..b633d078baa0587f452b3f0e6ed8bce7d6341ff0
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_23/trial.json
@@ -0,0 +1 @@
+{"trial_id": "23", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 16, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [3.4137377738952637], "step": 0}]}, "mae": {"direction": "min", "observations": [{"value": [1.2477554082870483], "step": 0}]}, "mse": {"direction": "min", "observations": [{"value": [3.4137377738952637], "step": 0}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.123699188232422], "step": 0}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7793198823928833], "step": 0}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.123699188232422], "step": 0}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 0}]}}}, "score": 12.123699188232422, "best_step": 0, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/build_config.json
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..4416e7ac0926e7e8bb73ac3a68228daf54459866
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_24/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..fab3ee3451037ad930ebd834671977f7e8a1a88a
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_25/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f16e17488b7493028ab2f18b5bda324f27f663d0
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_26/trial.json
@@ -0,0 +1 @@
+{"trial_id": "26", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 32, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.2751139998435974], "step": 9}]}, "mae": {"direction": "min", "observations": [{"value": [0.3647756278514862], "step": 9}]}, "mse": {"direction": "min", "observations": [{"value": [0.2751139998435974], "step": 9}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.606316328048706], "step": 9}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6802772283554077], "step": 9}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.606316328048706], "step": 9}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 9}]}}}, "score": 2.606316328048706, "best_step": 9, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0027/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0027/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/checkpoint.weights.h5
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index 0000000000000000000000000000000000000000..bc595a5ce8dce2e202bd2e21cf1acc662d00ef0c
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d5c3ad461ef64526effc451e0640b08ff6a3ab0
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_27/trial.json
@@ -0,0 +1 @@
+{"trial_id": "27", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 64, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.06210421025753021], "step": 43}]}, "mae": {"direction": "min", "observations": [{"value": [0.17856672406196594], "step": 43}]}, "mse": {"direction": "min", "observations": [{"value": [0.06210421025753021], "step": 43}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.501792550086975], "step": 43}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.4668418765068054], "step": 43}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.501792550086975], "step": 43}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 43}]}}}, "score": 1.501792550086975, "best_step": 43, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..8943153a052d4c887c57476feee6be1ade176059
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..1207decbaa3c5df7a68cf1dab448137f3d41e1cc
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_28/trial.json
@@ -0,0 +1 @@
+{"trial_id": "28", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 64, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.11703777313232422], "step": 37}]}, "mae": {"direction": "min", "observations": [{"value": [0.2219102531671524], "step": 37}]}, "mse": {"direction": "min", "observations": [{"value": [0.11703777313232422], "step": 37}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.8684606552124023], "step": 37}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5731841325759888], "step": 37}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.8684606552124023], "step": 37}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 37}]}}}, "score": 2.8684606552124023, "best_step": 37, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0029/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/trial_0029/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..c76f53ee760e1815c2262896765f17676c078c24
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_29/trial.json
@@ -0,0 +1 @@
+{"trial_id": "29", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 64, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.05892695114016533], "step": 43}]}, "mae": {"direction": "min", "observations": [{"value": [0.15558195114135742], "step": 43}]}, "mse": {"direction": "min", "observations": [{"value": [0.05892695114016533], "step": 43}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.7870147228240967], "step": 43}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5628185272216797], "step": 43}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.7870147228240967], "step": 43}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 43}]}}}, "score": 1.7870147228240967, "best_step": 43, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..292ae80fade50d9efa159952447f9d93fef1884b
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..90f96aa29d091faa185c3e2ebdf1057609762b63
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_30/trial.json
@@ -0,0 +1 @@
+{"trial_id": "30", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 128, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [2.1481773853302], "step": 40}]}, "mae": {"direction": "min", "observations": [{"value": [1.0403016805648804], "step": 40}]}, "mse": {"direction": "min", "observations": [{"value": [2.1481773853302], "step": 40}]}, "val_loss": {"direction": "min", "observations": [{"value": [11.798717498779297], "step": 40}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.6176360845565796], "step": 40}]}, "val_mse": {"direction": "min", "observations": [{"value": [11.798717498779297], "step": 40}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 40}]}}}, "score": 11.798717498779297, "best_step": 40, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0001/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0001/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e68de4e92b68eb3a17f7b0a9b9aad733292ad81
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_31/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..878d44363db27597a72bc2607b2f0f78f20b6ad0
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_32/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..af9d40eb5dd5c0455399d6ebd9cd6e631aeeff62
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f40d1c2ca5494f058453ee7a3dc262555911bc05
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_33/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..989bd5ee5187f3df21176462712a2ba7ec03f997
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..80f3810621247255d674b85d9a1d90bb8a680191
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_34/trial.json
@@ -0,0 +1 @@
+{"trial_id": "34", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 256, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [2.872169256210327], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.2043033838272095], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [2.872169256210327], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [10.93307876586914], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.8093652725219727], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [10.93307876586914], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 2}]}}}, "score": 10.93307876586914, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..47ab12a46aa8c8af0c17c5319357780ae5fc4800
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5cb03729298dab9bd9eaabaa165a03171998451
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_35/trial.json
@@ -0,0 +1 @@
+{"trial_id": "35", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "tanh", "num_units_2": 256, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.6176159381866455], "step": 7}]}, "mae": {"direction": "min", "observations": [{"value": [0.8890013098716736], "step": 7}]}, "mse": {"direction": "min", "observations": [{"value": [1.6176159381866455], "step": 7}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.123808860778809], "step": 7}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.753786325454712], "step": 7}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.123808860778809], "step": 7}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 7}]}}}, "score": 12.123808860778809, "best_step": 7, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..61b62c533fe08eb86d8e77c78046d87e9f1115b3
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_36/trial.json
@@ -0,0 +1 @@
+{"trial_id": "36", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 8, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.1187068447470665], "step": 49}]}, "mae": {"direction": "min", "observations": [{"value": [0.21869021654129028], "step": 49}]}, "mse": {"direction": "min", "observations": [{"value": [0.1187068447470665], "step": 49}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.967900037765503], "step": 49}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.617798924446106], "step": 49}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.967900037765503], "step": 49}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 49}]}}}, "score": 2.967900037765503, "best_step": 49, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..019774182fec0224f19f88104e83a1ffb49693a3
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_37/trial.json
@@ -0,0 +1 @@
+{"trial_id": "37", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 8, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.712106466293335], "step": 1}]}, "mae": {"direction": "min", "observations": [{"value": [0.8496429324150085], "step": 1}]}, "mse": {"direction": "min", "observations": [{"value": [1.712106466293335], "step": 1}]}, "val_loss": {"direction": "min", "observations": [{"value": [11.959023475646973], "step": 1}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.6997690200805664], "step": 1}]}, "val_mse": {"direction": "min", "observations": [{"value": [11.959023475646973], "step": 1}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 1}]}}}, "score": 11.959023475646973, "best_step": 1, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..e58baf4aeb89a23892e870ca18489e9e2899dbc9
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_38/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..e7544aa93d80fcc395f4a5135a5474ef96843500
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9e894d8bcc29c45615452fdfe696340fda4403c
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_39/trial.json
@@ -0,0 +1 @@
+{"trial_id": "39", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 16, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.0688185766339302], "step": 49}]}, "mae": {"direction": "min", "observations": [{"value": [0.16722291707992554], "step": 49}]}, "mse": {"direction": "min", "observations": [{"value": [0.0688185766339302], "step": 49}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.0694315433502197], "step": 49}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5060308575630188], "step": 49}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.0694315433502197], "step": 49}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 49}]}}}, "score": 2.0694315433502197, "best_step": 49, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9035b331d341ead72f48cde83859a4000610432d
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..96cf60a19974269c9e538ed9de8f9afe483de994
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_40/trial.json
@@ -0,0 +1 @@
+{"trial_id": "40", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 16, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.07883390039205551], "step": 48}]}, "mae": {"direction": "min", "observations": [{"value": [0.17203032970428467], "step": 48}]}, "mse": {"direction": "min", "observations": [{"value": [0.07883390039205551], "step": 48}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.2900002002716064], "step": 48}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5333155989646912], "step": 48}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.2900002002716064], "step": 48}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 48}]}}}, "score": 2.2900002002716064, "best_step": 48, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..934d323bcea7f34c87328d25aa09a4401891faa5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..735d9b5cc374433b5b7175ab220c4e93d3c42629
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_41/trial.json
@@ -0,0 +1 @@
+{"trial_id": "41", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 16, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.07514199614524841], "step": 48}]}, "mae": {"direction": "min", "observations": [{"value": [0.17326663434505463], "step": 48}]}, "mse": {"direction": "min", "observations": [{"value": [0.07514199614524841], "step": 48}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.3848519325256348], "step": 48}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6220773458480835], "step": 48}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.3848519325256348], "step": 48}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 48}]}}}, "score": 2.3848519325256348, "best_step": 48, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..bf35162b4ef3c1da5aaf5d4c27ab802e89cd8ad5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f3cda67da91d264f9c4f53da53216816e775ffd
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_42/trial.json
@@ -0,0 +1 @@
+{"trial_id": "42", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 32, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.10905981063842773], "step": 48}]}, "mae": {"direction": "min", "observations": [{"value": [0.19703535735607147], "step": 48}]}, "mse": {"direction": "min", "observations": [{"value": [0.10905981063842773], "step": 48}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.6655499935150146], "step": 48}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5966906547546387], "step": 48}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.6655499935150146], "step": 48}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 48}]}}}, "score": 2.6655499935150146, "best_step": 48, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..9ce4b9a269cf3950019508ea305bda0abb19d046
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f27173eb846dae4e8799a23ea335b8925eb9cf59
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_43/trial.json
@@ -0,0 +1 @@
+{"trial_id": "43", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 32, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.11672041565179825], "step": 30}]}, "mae": {"direction": "min", "observations": [{"value": [0.22071461379528046], "step": 30}]}, "mse": {"direction": "min", "observations": [{"value": [0.11672041565179825], "step": 30}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.64028263092041], "step": 30}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5930255651473999], "step": 30}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.64028263092041], "step": 30}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 30}]}}}, "score": 2.64028263092041, "best_step": 30, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0014/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0014/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..060e7ef11689984e8fb623d74a3a1b27f048e5ca
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..606bf80225eaf03e03133f3434f0786e5367c93e
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_44/trial.json
@@ -0,0 +1 @@
+{"trial_id": "44", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 32, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.16906161606311798], "step": 47}]}, "mae": {"direction": "min", "observations": [{"value": [0.2550829350948334], "step": 47}]}, "mse": {"direction": "min", "observations": [{"value": [0.16906161606311798], "step": 47}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.2961513996124268], "step": 47}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5648784041404724], "step": 47}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.2961513996124268], "step": 47}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 47}]}}}, "score": 2.2961513996124268, "best_step": 47, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0015/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0015/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..3566589cacd7e859d01296492a726c2317ae41b4
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2c07a8bcac1085c2be5798d081c42d1e6d470b8
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_45/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..e76f3de3beedd2560747d8044e3bbc6ee9d511cb
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..43e37ce9d63bc87e63eafbd7b0dc3b21e06db81b
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_46/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7a2be24bee51c7c8d1598798d4c73578e9318f3
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_47/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..dba7d54445ddf3480db0fd835ed4ee5e830a8893
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..a5e0e529daaa35fd94716964a0bef742cc806191
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_48/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..7d3a9679905d46d82a66406d64d90f89d51f581f
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e4c50f827959f8caee25b6bf9305059dbcc3a94
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_49/trial.json
@@ -0,0 +1 @@
+{"trial_id": "49", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 128, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [2.152704954147339], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [1.0510237216949463], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [2.152704954147339], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.247201919555664], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7257368564605713], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.247201919555664], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 5}]}}}, "score": 12.247201919555664, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8f0db5575204b0b4e6d070da04fa9e8e085fd67
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_50/trial.json
@@ -0,0 +1 @@
+{"trial_id": "50", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 128, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.12398466467857361], "step": 49}]}, "mae": {"direction": "min", "observations": [{"value": [0.20711442828178406], "step": 49}]}, "mse": {"direction": "min", "observations": [{"value": [0.12398466467857361], "step": 49}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.9557013511657715], "step": 49}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.800182580947876], "step": 49}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.9557013511657715], "step": 49}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 49}]}}}, "score": 2.9557013511657715, "best_step": 49, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..754288864152f27f0f5993cb5a1a8f8ab66df743
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_51/trial.json
@@ -0,0 +1 @@
+{"trial_id": "51", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 8, "activation_1": "sigmoid", "num_units_2": 256, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.2715238928794861], "step": 47}]}, "mae": {"direction": "min", "observations": [{"value": [0.25858500599861145], "step": 47}]}, "mse": {"direction": "min", "observations": [{"value": [0.2715238928794861], "step": 47}]}, "val_loss": {"direction": "min", "observations": [{"value": [6.435972690582275], "step": 47}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.9599241614341736], "step": 47}]}, "val_mse": {"direction": "min", "observations": [{"value": [6.435972690582275], "step": 47}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.009999999776482582], "step": 47}]}}}, "score": 6.435972690582275, "best_step": 47, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ac3dba8983eaa369143913cb2a0c45e1d2218f5
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_52/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0023/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0023/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..c97beaf00f1babefbe1f8376fd11f627f067705a
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..626182a49840defc741d72f9166d0b26d67e0d31
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_53/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0024/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0024/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..f539778c1ccbec57afc9c6ce8aaf11b8f91330e1
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_54/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0025/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0025/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..cabc7fe0a6595074601905de3884f0e5b2b24cdc
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9c7292eedad066831fbb4952fb7a65181ee9fd0
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_55/trial.json
@@ -0,0 +1 @@
+{"trial_id": "55", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 16, "activation_1": "relu", "num_units_2": 8, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.7003452777862549], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.8598393201828003], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.7003452777862549], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.299907684326172], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.6990498304367065], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.299907684326172], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 2}]}}}, "score": 12.299907684326172, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0026/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0026/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..d90930bead385a5833754862b73f0adc37128245
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce2a3add47e15b5e7424257154b96fda69261dec
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_56/trial.json
@@ -0,0 +1 @@
+{"trial_id": "56", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 16, "activation_1": "relu", "num_units_2": 8, "activation_2": "sigmoid"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.14788903295993805], "step": 47}]}, "mae": {"direction": "min", "observations": [{"value": [0.20879556238651276], "step": 47}]}, "mse": {"direction": "min", "observations": [{"value": [0.14788903295993805], "step": 47}]}, "val_loss": {"direction": "min", "observations": [{"value": [3.3989245891571045], "step": 47}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6856881976127625], "step": 47}]}, "val_mse": {"direction": "min", "observations": [{"value": [3.3989245891571045], "step": 47}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 47}]}}}, "score": 3.3989245891571045, "best_step": 47, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0027/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0027/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/checkpoint.weights.h5
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..3bb461f9f061d3d90df40bacd2419a6054fe3cfa
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_57/trial.json
@@ -0,0 +1 @@
+{"trial_id": "57", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 16, "activation_1": "relu", "num_units_2": 16, "activation_2": "relu"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.2349506914615631], "step": 20}]}, "mae": {"direction": "min", "observations": [{"value": [0.25980401039123535], "step": 20}]}, "mse": {"direction": "min", "observations": [{"value": [0.2349506914615631], "step": 20}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.7260210514068604], "step": 20}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6555277109146118], "step": 20}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.7260210514068604], "step": 20}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 20}]}}}, "score": 2.7260210514068604, "best_step": 20, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0028/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0028/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..007bafc52d5f0496b9091a06626dc5fffb1e9841
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..67fc9027bc444e4fbaf5112e37b6a9d38edce0e9
--- /dev/null
+++ b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_58/trial.json
@@ -0,0 +1 @@
+{"trial_id": "58", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_units_init", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_init", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_1", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_1", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}, {"class_name": "Choice", "config": {"name": "num_units_2", "default": 8, "conditions": [], "values": [8, 16, 32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation_2", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_units_init": 8, "activation_init": "relu", "num_units_1": 16, "activation_1": "relu", "num_units_2": 16, "activation_2": "tanh"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.2488461285829544], "step": 42}]}, "mae": {"direction": "min", "observations": [{"value": [0.3357066214084625], "step": 42}]}, "mse": {"direction": "min", "observations": [{"value": [0.2488461285829544], "step": 42}]}, "val_loss": {"direction": "min", "observations": [{"value": [2.851660966873169], "step": 42}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.628032922744751], "step": 42}]}, "val_mse": {"direction": "min", "observations": [{"value": [2.851660966873169], "step": 42}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.10000000149011612], "step": 42}]}}}, "score": 2.851660966873169, "best_step": 42, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0029/build_config.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/build_config.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0029/build_config.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/build_config.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/checkpoint.weights.h5
new file mode 100644
index 0000000000000000000000000000000000000000..003ccf288c4e383c40c5ba51871255d1f9902b04
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diff --git a/models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/trial.json b/models/trained_models/ANN/ANN_GridSearch_pressure/trial_59/trial.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d7b107b48ceb8539f917259682882640331c2a8
--- /dev/null
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/tuner0.json b/models/trained_models/ANN/ANN_GridSearch_pressure/tuner0.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_pressure/tuner0.json
rename to models/trained_models/ANN/ANN_GridSearch_pressure/tuner0.json
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/oracle.json b/models/trained_models/ANN/ANN_GridSearch_velocity/oracle.json
new file mode 100644
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\ No newline at end of file
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_08/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_08/checkpoint.weights.h5
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_13/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_13/checkpoint.weights.h5
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\ No newline at end of file
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_14/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_14/checkpoint.weights.h5
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_17/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_17/checkpoint.weights.h5
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_23/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_23/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_24/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_24/checkpoint.weights.h5
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new file mode 100644
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new file mode 100644
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\ No newline at end of file
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_48/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_48/checkpoint.weights.h5
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_49/build_config.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_49/build_config.json
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_49/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_49/checkpoint.weights.h5
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new file mode 100644
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\ No newline at end of file
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_50/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_50/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_50/trial.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_50/trial.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0024/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_51/checkpoint.weights.h5
similarity index 51%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/trial_0024/checkpoint.weights.h5
rename to models/trained_models/ANN/ANN_GridSearch_velocity/trial_51/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_51/trial.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_51/trial.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_52/build_config.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_52/build_config.json
new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_52/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_52/checkpoint.weights.h5
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_53/build_config.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_53/build_config.json
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_53/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_53/checkpoint.weights.h5
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new file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_54/build_config.json b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_54/build_config.json
new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_54/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_54/checkpoint.weights.h5
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_57/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_57/checkpoint.weights.h5
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_GridSearch_velocity/trial_59/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_GridSearch_velocity/trial_59/checkpoint.weights.h5
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/tuner0.json b/models/trained_models/ANN/ANN_GridSearch_velocity/tuner0.json
similarity index 100%
rename from models/trained_models/ANN/ANN_Hyperband_velocity/tuner0.json
rename to models/trained_models/ANN/ANN_GridSearch_velocity/tuner0.json
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/oracle.json b/models/trained_models/ANN/ANN_Hyperband_pressure/oracle.json
deleted file mode 100644
index 47d4ccd117a1c4c797ebba9eeebe441bb2b73380..0000000000000000000000000000000000000000
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deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0000/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0000/trial.json
deleted file mode 100644
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--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0000/trial.json
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0001/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0001/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0001/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0001/trial.json
deleted file mode 100644
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--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0001/trial.json
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0002/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0002/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0002/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0002/trial.json
deleted file mode 100644
index d08205df3df0f24352f87ae5f714b5e157a4f6b9..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0002/trial.json
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/checkpoint.weights.h5
deleted file mode 100644
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Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/trial.json
deleted file mode 100644
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--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0003/trial.json
+++ /dev/null
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/trial.json
deleted file mode 100644
index ebfc2ac1db9c0ddbd071cefb29c9c7c337f9c2e0..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0004/trial.json
+++ /dev/null
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/trial.json
deleted file mode 100644
index 858451bd49d18329e76e26e901061349890af724..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0005/trial.json
+++ /dev/null
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/trial.json
deleted file mode 100644
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--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0006/trial.json
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/checkpoint.weights.h5
deleted file mode 100644
index 17c26c9091375201d009bea4d3eae86af0c76e24..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/trial.json
deleted file mode 100644
index 0746a45868ac6f7ee6492d14aa6d55af5078c7d5..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0007/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0007", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 64, "activation": "relu", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [5.358944892883301], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.6835955381393433], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [5.358944892883301], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [24.287260055541992], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [3.166433811187744], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [24.287260055541992], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 24.287260055541992, "best_step": 2, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/checkpoint.weights.h5
deleted file mode 100644
index ec76963598bcb352f289d3136fb577fb58e34a81..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/trial.json
deleted file mode 100644
index 573c1437e5a865cdcc212bdfa3c88859c71b62cb..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0008/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0008", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 256, "activation": "relu", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [5.061689376831055], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.6148016452789307], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [5.061689376831055], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [22.824058532714844], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [2.9849016666412354], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [22.824058532714844], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 22.824058532714844, "best_step": 2, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/checkpoint.weights.h5
deleted file mode 100644
index 05eab570031b47e218f4fc8063e5688d4cd87d4a..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/trial.json
deleted file mode 100644
index b92565e47010901d9225351002e317c8154fcd5b..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0009/trial.json
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@@ -1 +0,0 @@
-{"trial_id": "0009", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 32, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [5.287186145782471], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.6677569150924683], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [5.287186145782471], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [24.054269790649414], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [3.140057325363159], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [24.054269790649414], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 24.054269790649414, "best_step": 2, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/checkpoint.weights.h5
deleted file mode 100644
index c821827611bb22d6210c915af2cca262b2fc036e..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/trial.json
deleted file mode 100644
index 2afa5299b43fe4d5601844af329aeb576cf8b71f..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0010/trial.json
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@@ -1 +0,0 @@
-{"trial_id": "0010", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 64, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [5.247918605804443], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.658716082572937], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [5.247918605804443], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [23.859481811523438], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [3.1164727210998535], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [23.859481811523438], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 23.859481811523438, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/checkpoint.weights.h5
deleted file mode 100644
index b48bc8c4e24662e8894013be4504e06d9419fe12..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/trial.json
deleted file mode 100644
index 30942e3af88cc29986f23bc773e1f9eae27dbffa..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0011/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0011", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "relu", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [4.745988368988037], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [1.5436939001083374], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [4.745988368988037], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [21.195096969604492], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [2.7791287899017334], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [21.195096969604492], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 21.195096969604492, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/checkpoint.weights.h5
deleted file mode 100644
index 1f991fc5e132e3b996f8b650bbe2f2c80d31f4f2..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/trial.json
deleted file mode 100644
index 2cdad2e9b2cf7eedef9762344f839af6cfe91ac7..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0012/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0012", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "relu", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0011"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.9223852753639221], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [0.5965198278427124], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [0.9223852753639221], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [9.558977127075195], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.438340425491333], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [9.558977127075195], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 5}]}}}, "score": 9.558977127075195, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/checkpoint.weights.h5
deleted file mode 100644
index 5b533c81b1b8a92a9fb4e6d4733ee270c6759d63..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/trial.json
deleted file mode 100644
index faf9ef7687ce6ccfafb7d6cdfb11be2477e612f4..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0013/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0013", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 256, "activation": "tanh", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0003"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.1873115301132202], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [0.7869551181793213], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [1.1873115301132202], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [10.037580490112305], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.4647631645202637], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [10.037580490112305], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 5}]}}}, "score": 10.037580490112305, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/checkpoint.weights.h5
deleted file mode 100644
index f4332f0933ce528d5385af6b47220414d5b9fef7..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/trial.json
deleted file mode 100644
index 404d942ffae8f36851268df3214a729625203980..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0014/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0014", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 64, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0005"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [2.3179051876068115], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [0.8492106795310974], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [2.3179051876068115], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [16.822328567504883], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [2.1614911556243896], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [16.822328567504883], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 5}]}}}, "score": 16.822328567504883, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/checkpoint.weights.h5
deleted file mode 100644
index e7aaa92702524c85ce43fda05f7c60c2188c8e55..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/trial.json
deleted file mode 100644
index 53e75930bea418e0a229937502722f21228351bf..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0015/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0015", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 256, "activation": "relu", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0008"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.6271154880523682], "step": 3}]}, "mae": {"direction": "min", "observations": [{"value": [0.9301856160163879], "step": 3}]}, "mse": {"direction": "min", "observations": [{"value": [1.6271154880523682], "step": 3}]}, "val_loss": {"direction": "min", "observations": [{"value": [10.388166427612305], "step": 3}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.6895692348480225], "step": 3}]}, "val_mse": {"direction": "min", "observations": [{"value": [10.388166427612305], "step": 3}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 3}]}}}, "score": 10.388166427612305, "best_step": 3, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/checkpoint.weights.h5
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index 1c90b17c397a44b4455528b314a627b0fe2e543c..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/trial.json
deleted file mode 100644
index dcddec528d56a54c4e5c36d05f9109d6b7f9ebb7..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0016/trial.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/checkpoint.weights.h5
deleted file mode 100644
index 53d2df21eda2270a2ba3cd81e109ddcad523d246..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/trial.json
deleted file mode 100644
index 163df608624178e77458474f1ac927281efbd7e9..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0017/trial.json
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@@ -1 +0,0 @@
-{"trial_id": "0017", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 256, "activation": "tanh", "tuner/epochs": 25, "tuner/initial_epoch": 9, "tuner/bracket": 2, "tuner/round": 2, "tuner/trial_id": "0013"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.6352612972259521], "step": 15}]}, "mae": {"direction": "min", "observations": [{"value": [0.481391042470932], "step": 15}]}, "mse": {"direction": "min", "observations": [{"value": [0.6352612972259521], "step": 15}]}, "val_loss": {"direction": "min", "observations": [{"value": [8.716755867004395], "step": 15}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.2730233669281006], "step": 15}]}, "val_mse": {"direction": "min", "observations": [{"value": [8.716755867004395], "step": 15}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 15}]}}}, "score": 8.716755867004395, "best_step": 15, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/checkpoint.weights.h5
deleted file mode 100644
index 51bb2508a6b8a5ae88daab7a8727b4649029498d..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/trial.json
deleted file mode 100644
index f0e3d093f22278c07f2a274c0956b5c39cf6270c..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0018/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0018", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 32, "activation": "relu", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [4.864211559295654], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [1.5632976293563843], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [4.864211559295654], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [23.10021209716797], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [3.0162153244018555], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [23.10021209716797], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 23.10021209716797, "best_step": 8, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/checkpoint.weights.h5
deleted file mode 100644
index bd3bcbcbfa4ab81f1b43bc3d8cf9fd2461f06a85..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/trial.json
deleted file mode 100644
index 4694224a2d38c37ba3d0c73616107ac7d55b5c3e..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0019/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0019", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 128, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.5475126504898071], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.765199601650238], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [1.5475126504898071], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [13.334938049316406], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7669708728790283], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [13.334938049316406], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 13.334938049316406, "best_step": 8, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/checkpoint.weights.h5
deleted file mode 100644
index 296368eed41d57a09d736ed804c18566064f1e43..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/trial.json
deleted file mode 100644
index 64bba8747111efbcfce0d918daf5a8f60c6c7f80..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0020/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0020", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.6078535318374634], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [0.8321292996406555], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [1.6078535318374634], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.726085662841797], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7282294034957886], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.726085662841797], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 5}]}}}, "score": 12.726085662841797, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/checkpoint.weights.h5
deleted file mode 100644
index 0d03df5121834523c99038c658fef2db052122d4..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/trial.json
deleted file mode 100644
index fa385bd8c5abbd83dd34023d2f4249da1c1df1ce..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0021/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0021", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 32, "activation": "relu", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [4.7053327560424805], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [1.521673560142517], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [4.7053327560424805], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [22.645092010498047], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [2.958827257156372], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [22.645092010498047], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 22.645092010498047, "best_step": 8, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/checkpoint.weights.h5
deleted file mode 100644
index 7ac996f6a027545e8fef2dffb03550630d36e3ab..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/trial.json
deleted file mode 100644
index 38e35cb6dc7f5c670ac8d597e03c8eb48f968387..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0022/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0022", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.6964232921600342], "step": 4}]}, "mae": {"direction": "min", "observations": [{"value": [0.8751411437988281], "step": 4}]}, "mse": {"direction": "min", "observations": [{"value": [1.6964232921600342], "step": 4}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.797746658325195], "step": 4}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7493484020233154], "step": 4}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.797746658325195], "step": 4}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 4}]}}}, "score": 12.797746658325195, "best_step": 4, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/checkpoint.weights.h5
deleted file mode 100644
index 196c4e9ea4ae8754a2a9ec1ff30b53831c203f83..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/trial.json
deleted file mode 100644
index 33bb07bee3bb97f03179270834713fd4ffe457a6..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0023/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0023", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 64, "activation": "tanh", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.8720078468322754], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.812640905380249], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [1.8720078468322754], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [14.934728622436523], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.977993130683899], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [14.934728622436523], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 14.934728622436523, "best_step": 8, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/checkpoint.weights.h5
deleted file mode 100644
index 498ca8ce6254eb8f918dfbb6d5a008c25e8c145f..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/trial.json
deleted file mode 100644
index bc5bf4cd897631de86ce154e24f2c6e525ad497a..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0024/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0024", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 25, "tuner/initial_epoch": 9, "tuner/bracket": 1, "tuner/round": 1, "tuner/trial_id": "0020"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.4837565422058105], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.7251274585723877], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [1.4837565422058105], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [13.438841819763184], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.7588142156600952], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [13.438841819763184], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 13.438841819763184, "best_step": 8, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/checkpoint.weights.h5
deleted file mode 100644
index 3c9af8ea3efbbedec77e6bbc117e49abe95e50d9..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/trial.json
deleted file mode 100644
index 5ae18844cf545ec04f390531acb33d60f0422af1..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0025/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0025", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 25, "tuner/initial_epoch": 9, "tuner/bracket": 1, "tuner/round": 1, "tuner/trial_id": "0022"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.5382640361785889], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.787407398223877], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [1.5382640361785889], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [12.605134010314941], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [1.6769534349441528], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [12.605134010314941], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 12.605134010314941, "best_step": 8, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/checkpoint.weights.h5
deleted file mode 100644
index f80d9de387f323477f7646ba4a0d88d4065281b4..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/trial.json
deleted file mode 100644
index c58e92b4f356adb3f252d620bb329dd7f03647bc..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0026/trial.json
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deleted file mode 100644
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Binary files a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0027/checkpoint.weights.h5 and /dev/null differ
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deleted file mode 100644
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--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0027/trial.json
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/trial.json b/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/trial.json
deleted file mode 100644
index 3331abbe87ef2a2e9ad121aadcc9e01cc071a2e1..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_pressure/trial_0028/trial.json
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
index e0359eb9378f3e6033a755dd5d0add4119a72930..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/oracle.json
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/checkpoint.weights.h5
deleted file mode 100644
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Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/trial.json
deleted file mode 100644
index 440069be27f6f779b1403d28de18c51190c245ce..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0000/trial.json
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\ No newline at end of file
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deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0001/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0001/trial.json
deleted file mode 100644
index 5487cae63b1a7d6fa1bc733c3d6fddf198756e56..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0001/trial.json
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0002/trial.json
deleted file mode 100644
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\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/checkpoint.weights.h5
deleted file mode 100644
index c3db6c5f65acba1822c368b71462c4f3d216007f..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/trial.json
deleted file mode 100644
index d54f58d6a168340d24d5d2cb6e0568cdff6acff5..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0003/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0003", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 32, "activation": "sigmoid", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.0108578205108643], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.5878933072090149], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.0108578205108643], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.4024425745010376], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6246837377548218], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.4024425745010376], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.4024425745010376, "best_step": 2, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/trial.json
deleted file mode 100644
index 53bc6cea0d2e8300b92c5d72f838a831e8428899..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0004/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0004", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 128, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.0783201456069946], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.640903651714325], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.0783201456069946], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.4278135299682617], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6465431451797485], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.4278135299682617], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.4278135299682617, "best_step": 2, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/checkpoint.weights.h5
deleted file mode 100644
index 289dbc772e4cea213c682d50b40b3d66095e39a8..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/trial.json
deleted file mode 100644
index 24b241b244432daa005b372cdc6eb140dabb5462..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0005/trial.json
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@@ -1 +0,0 @@
-{"trial_id": "0005", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 32, "activation": "relu", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.1698687076568604], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.7010137438774109], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.1698687076568604], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.6155004501342773], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.7616561055183411], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.6155004501342773], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.6155004501342773, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/checkpoint.weights.h5
deleted file mode 100644
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Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/trial.json
deleted file mode 100644
index bc2d5a67ab59a571aaf7c7d9779df05107ab76d7..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0006/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0006", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.5314218997955322], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.4139877259731293], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [0.5314218997955322], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8736951351165771], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.511808454990387], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8736951351165771], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 0.8736951351165771, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/checkpoint.weights.h5
deleted file mode 100644
index b72e1fa791aa14e3563f0176e4436786bd689073..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/trial.json
deleted file mode 100644
index 3e8c5fbfb533b18dc0e9dcb2afb7ff057a3e2c4b..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0007/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0007", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 128, "activation": "sigmoid", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.6874152421951294], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.3898122310638428], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [0.6874152421951294], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.0093134641647339], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5106095671653748], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.0093134641647339], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.0093134641647339, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/checkpoint.weights.h5
deleted file mode 100644
index 410f2cccd0ddf1e817096549af5f03be643b1e33..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/trial.json
deleted file mode 100644
index b29b07382d631b6e6134339d69b1ce40f9f4b2ab..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0008/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0008", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.6564568877220154], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.49462854862213135], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [0.6564568877220154], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.9761642217636108], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.6656063199043274], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.9761642217636108], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 0.9761642217636108, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/checkpoint.weights.h5
deleted file mode 100644
index aae6b6ba45818ef4b6687cd579b16799a33333de..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/trial.json
deleted file mode 100644
index cd27367eff4a13846eef0fa4b7d367566c7905b9..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0009/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0009", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 256, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.9693583846092224], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.5643556118011475], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [0.9693583846092224], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.2008335590362549], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.48874571919441223], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.2008335590362549], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.2008335590362549, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/checkpoint.weights.h5
deleted file mode 100644
index 4346e5f5ec1a89f3c60743e50a6c1c7b6d5d337a..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/trial.json
deleted file mode 100644
index 2e1bad25bc35f4e4c7df26e7f04a367bffddfcb3..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0010/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0010", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 64, "activation": "relu", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.154177188873291], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.6913485527038574], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.154177188873291], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.5780656337738037], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.7396335601806641], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.5780656337738037], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.5780656337738037, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/checkpoint.weights.h5
deleted file mode 100644
index 1a71b0f40337747f0b18709ce8eab67e05ac724c..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/trial.json
deleted file mode 100644
index bebbeaea1352eb1d9281a589c5ff905a6224c565..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0011/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0011", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 32, "activation": "tanh", "tuner/epochs": 3, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [1.127458095550537], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.6734784841537476], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [1.127458095550537], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.5243117809295654], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.7083772420883179], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.5243117809295654], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 1.5243117809295654, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/checkpoint.weights.h5
deleted file mode 100644
index 475b03facf9c12aee2e7050f7dcc19733f39a629..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/trial.json
deleted file mode 100644
index e76299d4d730a522091b61117ff7b5a5865af1c0..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0012/trial.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/trial.json
deleted file mode 100644
index 5d7ee74d4a3abcf3646e0917786e443d11a5ad45..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0013/trial.json
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@@ -1 +0,0 @@
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deleted file mode 100644
index a28621e922d4876c36ef4c6c0dd902fa78eec079..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0014/trial.json
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-{"trial_id": "0014", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 128, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0007"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.33305948972702026], "step": 3}]}, "mae": {"direction": "min", "observations": [{"value": [0.2742876410484314], "step": 3}]}, "mse": {"direction": "min", "observations": [{"value": [0.33305948972702026], "step": 3}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.7986381649971008], "step": 3}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.43416592478752136], "step": 3}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.7986381649971008], "step": 3}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 3}]}}}, "score": 0.7986381649971008, "best_step": 3, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0015/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0015/trial.json
deleted file mode 100644
index b28f909696a36ee69a02701274c5737077885713..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0015/trial.json
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-{"trial_id": "0015", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 1, "num_units": 256, "activation": "tanh", "tuner/epochs": 9, "tuner/initial_epoch": 3, "tuner/bracket": 2, "tuner/round": 1, "tuner/trial_id": "0009"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.5072914361953735], "step": 2}]}, "mae": {"direction": "min", "observations": [{"value": [0.36505675315856934], "step": 2}]}, "mse": {"direction": "min", "observations": [{"value": [0.5072914361953735], "step": 2}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8463159799575806], "step": 2}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.4951968789100647], "step": 2}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8463159799575806], "step": 2}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 2}]}}}, "score": 0.8463159799575806, "best_step": 2, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0016/trial.json
deleted file mode 100644
index 007dcb6c92f13e79c3f27d30b53d6f7328eaa0c9..0000000000000000000000000000000000000000
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-{"trial_id": "0016", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 128, "activation": "sigmoid", "tuner/epochs": 25, "tuner/initial_epoch": 9, "tuner/bracket": 2, "tuner/round": 2, "tuner/trial_id": "0014"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.30685871839523315], "step": 6}]}, "mae": {"direction": "min", "observations": [{"value": [0.2449597418308258], "step": 6}]}, "mse": {"direction": "min", "observations": [{"value": [0.30685871839523315], "step": 6}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8356548547744751], "step": 6}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.42470866441726685], "step": 6}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8356548547744751], "step": 6}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 6}]}}}, "score": 0.8356548547744751, "best_step": 6, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/checkpoint.weights.h5
deleted file mode 100644
index c6c0b52da72f7da9310301618932760641015528..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/trial.json
deleted file mode 100644
index aa24811397cac999ff750f334966c8bbce12395f..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0017/trial.json
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-{"trial_id": "0017", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "tanh", "tuner/epochs": 25, "tuner/initial_epoch": 9, "tuner/bracket": 2, "tuner/round": 2, "tuner/trial_id": "0013"}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.12364557385444641], "step": 15}]}, "mae": {"direction": "min", "observations": [{"value": [0.17188332974910736], "step": 15}]}, "mse": {"direction": "min", "observations": [{"value": [0.12364557385444641], "step": 15}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.43299442529678345], "step": 15}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.32723620533943176], "step": 15}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.43299442529678345], "step": 15}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 15}]}}}, "score": 0.43299442529678345, "best_step": 15, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/checkpoint.weights.h5
deleted file mode 100644
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/trial.json
deleted file mode 100644
index 8413b3d39e24b627d46184b17eec652729743115..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0018/trial.json
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@@ -1 +0,0 @@
-{"trial_id": "0018", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "relu", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.4543732702732086], "step": 5}]}, "mae": {"direction": "min", "observations": [{"value": [0.3436735272407532], "step": 5}]}, "mse": {"direction": "min", "observations": [{"value": [0.4543732702732086], "step": 5}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8146670460700989], "step": 5}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.45025527477264404], "step": 5}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8146670460700989], "step": 5}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 5}]}}}, "score": 0.8146670460700989, "best_step": 5, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/checkpoint.weights.h5
deleted file mode 100644
index a42d8a8db25419728c2d55c735ad45f61b2bd537..0000000000000000000000000000000000000000
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/trial.json
deleted file mode 100644
index 5b2fb69d0f9c6c343a4f79e9df7c65ec06456575..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0019/trial.json
+++ /dev/null
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-{"trial_id": "0019", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 32, "activation": "tanh", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.7562751173973083], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.3833845257759094], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [0.7562751173973083], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [1.0962163209915161], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.4864984452724457], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [1.0962163209915161], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 1.0962163209915161, "best_step": 8, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/checkpoint.weights.h5
deleted file mode 100644
index f06cf7a7b66adc368df280de1c064ef539d64d21..0000000000000000000000000000000000000000
Binary files a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/checkpoint.weights.h5 and /dev/null differ
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/trial.json
deleted file mode 100644
index f4e1d3e3dd3f7f770aa5dbe05fbe626da67fede3..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0020/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0020", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 2, "num_units": 64, "activation": "tanh", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.5324081182479858], "step": 8}]}, "mae": {"direction": "min", "observations": [{"value": [0.42785072326660156], "step": 8}]}, "mse": {"direction": "min", "observations": [{"value": [0.5324081182479858], "step": 8}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8922876715660095], "step": 8}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.5530574917793274], "step": 8}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8922876715660095], "step": 8}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 8}]}}}, "score": 0.8922876715660095, "best_step": 8, "status": "COMPLETED", "message": null}
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/trial.json
deleted file mode 100644
index 1524b9be8a97c108f358a9632fc861c2af3f5559..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0021/trial.json
+++ /dev/null
@@ -1 +0,0 @@
-{"trial_id": "0021", "hyperparameters": {"space": [{"class_name": "Choice", "config": {"name": "num_layer", "default": 1, "conditions": [], "values": [1, 2, 3], "ordered": true}}, {"class_name": "Choice", "config": {"name": "num_units", "default": 32, "conditions": [], "values": [32, 64, 128, 256], "ordered": true}}, {"class_name": "Choice", "config": {"name": "activation", "default": "relu", "conditions": [], "values": ["relu", "tanh", "sigmoid"], "ordered": false}}], "values": {"num_layer": 3, "num_units": 256, "activation": "sigmoid", "tuner/epochs": 9, "tuner/initial_epoch": 0, "tuner/bracket": 1, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.40434229373931885], "step": 3}]}, "mae": {"direction": "min", "observations": [{"value": [0.35154587030410767], "step": 3}]}, "mse": {"direction": "min", "observations": [{"value": [0.40434229373931885], "step": 3}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.8250604271888733], "step": 3}]}, "val_mae": {"direction": "min", "observations": [{"value": [0.48540985584259033], "step": 3}]}, "val_mse": {"direction": "min", "observations": [{"value": [0.8250604271888733], "step": 3}]}, "learning_rate": {"direction": "min", "observations": [{"value": [0.0010000000474974513], "step": 3}]}}}, "score": 0.8250604271888733, "best_step": 3, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/checkpoint.weights.h5 b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/checkpoint.weights.h5
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diff --git a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/trial.json b/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/trial.json
deleted file mode 100644
index f2d59fe91d5f30672fdc3d14d3ed2ddbd0ec7cc1..0000000000000000000000000000000000000000
--- a/models/trained_models/ANN/ANN_Hyperband_velocity/trial_0022/trial.json
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diff --git a/temp_ANN/predict_velocity_field_0.xml b/temp_ANN/predict_velocity_field_0.xml
new file mode 100644
index 0000000000000000000000000000000000000000..6bb0f8f803680bce4f16f8d01d200194ea82fda3
--- /dev/null
+++ b/temp_ANN/predict_velocity_field_0.xml
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\ No newline at end of file