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@@ z </g> </g> <g id="line2d_36"> - <path d="M 661.449375 31.495312 -L 691.449375 31.495312 -L 721.449375 31.495312 + <path d="M 662.505375 31.495312 +L 692.505375 31.495312 +L 722.505375 31.495312 " style="fill: none; stroke: #2ca02c; stroke-width: 8; stroke-linecap: square"/> </g> <g id="text_20"> <!-- $y_S$ --> - <g transform="translate(745.449375 41.995312) scale(0.3 -0.3)"> + <g transform="translate(746.505375 41.995312) scale(0.3 -0.3)"> <defs> <path id="DejaVuSans-Oblique-53" d="M 3859 4513 L 3738 3897 @@ -1158,8 +1168,8 @@ z </g> </g> <defs> - <clipPath id="pb9693e132a"> - <rect x="95.009375" y="75" width="968.74" height="626.92"/> + <clipPath id="pb212ca9113"> + <rect x="101.609375" y="75" width="963.196" height="626.92"/> </clipPath> </defs> </svg> diff --git a/examples/ReproducableCode/Convergence.py b/examples/ReproducableCode/Convergence.py index 1dad96cac1f882bbbe8ee0c877000c7985a13695..a34ff90e9d0cfaa61866bd72bff9c52986f82bb4 100644 --- a/examples/ReproducableCode/Convergence.py +++ b/examples/ReproducableCode/Convergence.py @@ -10,7 +10,7 @@ import sys import os # Add the src directory to the sys.path -src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '..', 'src') +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../..', 'src') sys.path.insert(0, src_path) from Eq04 import solve_System_4eq @@ -102,4 +102,4 @@ plt.tight_layout() plt.show() # Save the results -np.savez('../Data/Convergence.npz', number_cells_vec=number_cells_vec, y_A_error_L2=y_A_error_L2, y_C_error_L2=y_C_error_L2, y_S_error_L2=y_S_error_L2, phi_error_L2=phi_error_L2, p_error_L2=p_error_L2, y_A_error_inf=y_A_error_inf, y_C_error_inf=y_C_error_inf, y_S_error_inf=y_S_error_inf, phi_error_inf=phi_error_inf, p_error_inf=p_error_inf) \ No newline at end of file +np.savez('../Data/Convergence.npz', number_cells_vec=number_cells_vec, y_A_error_L2=y_A_error_L2, y_C_error_L2=y_C_error_L2, y_S_error_L2=y_S_error_L2, phi_error_L2=phi_error_L2, p_error_L2=p_error_L2, y_A_error_inf=y_A_error_inf, y_C_error_inf=y_C_error_inf, y_S_error_inf=y_S_error_inf, phi_error_inf=phi_error_inf, p_error_inf=p_error_inf, y_A=y_A, y_C=y_C, y_S=y_S, phi=phi, p=p, x=x) \ No newline at end of file diff --git a/examples/ReproducableCode/DoubleLayerCapacity/Compressibility.py b/examples/ReproducableCode/DoubleLayerCapacity/Compressibility.py index bf3c2f9d1953f2d1ab9068767e0f643fa71df928..9462f797872cc18b140b530ee2c834db3007069e 100644 --- a/examples/ReproducableCode/DoubleLayerCapacity/Compressibility.py +++ b/examples/ReproducableCode/DoubleLayerCapacity/Compressibility.py @@ -45,12 +45,13 @@ Molarity = 0.01 y_R = Molarity / nR_mol z_A, z_C = -1.0, 1.0 -K_vec = ['incompressible', 100_000, 50_000, 20_000] +# K_vec = ['incompressible', 100_000, 50_000, 20_000] #15_000, 5_000, 1_500, 500] +K_vec = ['incompressible', 15_000, 1_500, 500] Lambda2 = (k*T*epsilon0*(1+chi))/(e0**2 * nR_m * (LR)**2) a2 = (pR)/(nR_m * k * T) # Solver settings -number_cells = 1024 +number_cells = 1024*4 p_right = 0 phi_right = 0 rtol = 1e-4 # ! Change back to 1e-8 @@ -58,9 +59,12 @@ rtol = 1e-4 # ! Change back to 1e-8 # phi^L domain Volt_start = 0 Volt_end = 0.75 -n_Volts = 7 # ! Change back to 101 +# Volt_start = -1.0 +# Volt_end = 1.0 +n_Volts = 25 # ! Change back to 101 -phi_left_dimless = np.linspace(Volt_start, Volt_end, n_Volts) * e0/(k*T) +Phi_Pot_Diff_dim = np.linspace(Volt_start, Volt_end, n_Volts) +Phi_Pot_Diff_dimless = Phi_Pot_Diff_dim * e0/(k*T) y_A, y_C, y_S, phi, p, x, n_sol = [], [], [], [], [], [], [] for index, K_ in enumerate(K_vec): @@ -68,7 +72,7 @@ for index, K_ in enumerate(K_vec): print('K: ', str(K_)) print('-------------------------------------------------------------------') phi_inner, y_A_inner, y_C_inner, y_S_inner, p_inner,x_inner, n_inner = [], [], [], [], [], [], [] - for i, phi_bcs in enumerate(phi_left_dimless): + for i, phi_bcs in enumerate(Phi_Pot_Diff_dimless): print('-------------------------------------------------------------------') print('K: ', str(K_)) print('phi_bcs: ', phi_bcs) @@ -93,32 +97,32 @@ for index, K_ in enumerate(K_vec): p.append(p_inner) x.append(x_inner) n_sol.append(n_inner) -phi_left_dim = phi_left_dimless * (k*T)/e0 # Charge -Q = [] +Q_DL_dimless_ = [] for i in range(len(K_vec)): Q_inner = [] - for j in range(len(phi_left_dimless)): + for j in range(len(Phi_Pot_Diff_dimless)): # ToDo: nR_m -> n Q_inner.append(Q_num_(y_A[i][j], y_C[i][j], n_sol[i][j], x[i][j])) - Q.append(Q_inner) -Q = np.array(Q) + Q_DL_dimless_.append(Q_inner) +Q_DL_dimless_ = np.array(Q_DL_dimless_) +Q_DL_dim_ = Q_DL_dimless_ * nR_m * e0 * LR * 1e+6 * 1/(1e+4) # [µF/cm³] # Double layer capacity -dx_ = phi_left_dimless[1] - phi_left_dimless[0] # [1/V], uniformly distributed -C_DL = (Q[:,1:] - Q[:,:-1])/dx_ # [µAs/cm³] # ? Right unit? -C_DL = np.array(C_DL) -phi_left_center = (phi_left_dimless[1:] + phi_left_dimless[:-1])/2 # Center points for plotting C_DL +C_DL_dim = [C_dl(q_dl, Phi_Pot_Diff_dim) for q_dl in Q_DL_dim_] +C_DL_dimless = [C_dl(q_dl, Phi_Pot_Diff_dimless) for q_dl in Q_DL_dimless_] +Phi_pot_center_array_dimless = Phi_pot_center(Phi_Pot_Diff_dimless) +Phi_pot_center_array_dim = Phi_pot_center(Phi_Pot_Diff_dim) # Visualizations # Charge plt.figure() -[plt.plot(phi_left_dimless, Q[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] +[plt.plot(Phi_Pot_Diff_dimless, Q_DL_dimless_[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] plt.grid() plt.legend() plt.xlabel('$\delta \\varphi$ [-]') @@ -128,7 +132,7 @@ plt.show() # Double layer capacity plt.figure() -[plt.plot(phi_left_center, C_DL[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] +[plt.plot(Phi_pot_center_array_dimless, C_DL_dimless[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] plt.grid() plt.legend() plt.xlabel('$\delta \\varphi$ [-]') @@ -143,9 +147,9 @@ colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple'] plt.figure() for i in range(len(K_vec)): clr = colors[i] - plt.plot(phi_left_dimless, y_A_np[i,:,0], '--', color=clr) - plt.plot(phi_left_dimless, y_C_np[i,:,0], '-', color=clr) - plt.plot(phi_left_dimless, y_S_np[i,:,0], ':', color=clr) + plt.plot(Phi_Pot_Diff_dimless, y_A_np[i,:,0], '--', color=clr) + plt.plot(Phi_Pot_Diff_dimless, y_C_np[i,:,0], '-', color=clr) + plt.plot(Phi_Pot_Diff_dimless, y_S_np[i,:,0], ':', color=clr) dummy, = plt.plot(0, 0, color='grey', linestyle='--', label='$y_A$') dummy, = plt.plot(0, 0, color='grey', linestyle='-', label='$y_C$') dummy, = plt.plot(0, 0, color='grey', linestyle=':', label='$y_S$') @@ -164,9 +168,9 @@ plt.figure() clr = colors[0] for i in range(len(K_vec)): clr = colors[i] - plt.plot(phi_left_dimless, n_A_np[i,:,0], '--', color=clr) - plt.plot(phi_left_dimless, n_C_np[i,:,0], '-', color=clr) - plt.plot(phi_left_dimless, n_S_np[i,:,0], ':', color=clr) + plt.plot(Phi_Pot_Diff_dimless, n_A_np[i,:,0], '--', color=clr) + plt.plot(Phi_Pot_Diff_dimless, n_C_np[i,:,0], '-', color=clr) + plt.plot(Phi_Pot_Diff_dimless, n_S_np[i,:,0], ':', color=clr) dummy, = plt.plot(0, 0, color='grey', linestyle='--', label='$n_A$') dummy, = plt.plot(0, 0, color='grey', linestyle='-', label='$n_C$') dummy, = plt.plot(0, 0, color='grey', linestyle=':', label='$n_S$') @@ -180,6 +184,5 @@ plt.tight_layout() plt.show() - # Store data -np.savez('../../Data/DoubleLayerCapacity/Compressibility.npz', Lambda2=Lambda2, a2=a2, K_vec=K_vec, kappa=kappa, Molarity=Molarity, y_R=y_R, z_A=z_A, z_C=z_C, number_cells=number_cells, p_right=p_right, phi_right=phi_right, rtol=rtol, Volt_start=Volt_start, Volt_end=Volt_end, n_Volts=n_Volts, phi_left_dim=phi_left_dim, phi_left_dimless=phi_left_dimless, y_A=y_A, y_C=y_C, y_S=y_S, phi=phi, p=p, x=x, n_sol=n_sol, Q=Q, C_DL=C_DL, phi_left_center=phi_left_center, y_A_np=y_A_np, y_C_np=y_C_np, y_S_np=y_S_np, n_sol_np=n_sol_np, n_A_np=n_A_np, n_C_np=n_C_np, n_S_np=n_S_np) +np.savez('../../Data/DoubleLayerCapacity/DLKap_Compressibility.npz', Lambda2=Lambda2, a2=a2, K_vec=K_vec, kappa=kappa, Molarity=Molarity, y_R=y_R, z_A=z_A, z_C=z_C, number_cells=number_cells, p_right=p_right, phi_right=phi_right, rtol=rtol, Volt_start=Volt_start, Volt_end=Volt_end, n_Volts=n_Volts, Phi_Pot_Diff_dimless=Phi_Pot_Diff_dimless, Phi_Pot_Diff_dim=Phi_Pot_Diff_dim, Phi_pot_center_array_dim=Phi_pot_center_array_dim, Phi_pot_center_array_dimless=Phi_pot_center_array_dimless, y_A=y_A, y_C=y_C, y_S=y_S, phi=phi, p=p, x=x, n_sol=n_sol, Q_DL_dimless_=Q_DL_dimless_, Q_DL_dim_ =Q_DL_dim_, C_DL_dimless=C_DL_dimless, C_DL_dim=C_DL_dim, y_A_np=y_A_np, y_C_np=y_C_np, y_S_np=y_S_np, n_sol_np=n_sol_np, n_A_np=n_A_np, n_C_np=n_C_np, n_S_np=n_S_np) diff --git a/examples/ReproducableCode/NConstituentsMixture/CheckCorrectness.py b/examples/ReproducableCode/NConstituentsMixture/CheckCorrectness.py new file mode 100644 index 0000000000000000000000000000000000000000..e9de1a1df4a1d4a536b10d64d7e96dba1fa0b576 --- /dev/null +++ b/examples/ReproducableCode/NConstituentsMixture/CheckCorrectness.py @@ -0,0 +1,80 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de + +This script is used to validate the implementation of the generic function to solve an electrolyte of N-constituents with the implementation for a ternary electrolyte +''' + +# import the src file needed to solve the system of equations +import sys +import os + +# Add the src directory to the sys.path +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../..', 'src') +sys.path.insert(0, src_path) + +from Eq04 import solve_System_4eq +from EqN import solve_System_Neq + +# Remove the src directory from sys.path after import +del sys.path[0] + +# Further imports +import matplotlib.pyplot as plt + +# Define the parameters and boundary conditions +phi_left = 8.0 +phi_right = 0.0 +p_right = 0.0 +y_R = [1/5, 1/3-1/5, 1/5, 1/3-1/5, 1/6] +y_A_R, y_C_R = 1/3, 1/3 +z_alpha = [-1.0, -1.0, 1.0, 1.0, 0.0] +z_A, z_C = -1.0, 1.0 +Lambda2 = 8.553e-6 +a2 = 7.5412e-4 +K = 'incompressible' +number_cells = 1024 +refinement_style = 'hard_log' +rtol = 1e-8 + +y_A_4, y_C_4, phi_4, p_4, x_4 = solve_System_4eq(phi_left, phi_right, p_right, z_A, z_C, y_A_R, y_C_R, K, Lambda2, a2, number_cells, return_type='Vector', refinement_style=refinement_style, rtol=rtol) + +y_alpha_n, phi_n, p_n, x_n = solve_System_Neq(phi_left, phi_right, p_right, z_alpha, y_R, K, Lambda2, a2, number_cells, return_type='Vector', refinement_style=refinement_style, rtol=rtol) + +plt.figure() +# plt.plot(x_n, phi_n, label='n-constituent') +# plt.plot(x_4, phi_4, label='2-constituent') +plt.plot(x_n, phi_n - phi_4, label='Difference') +plt.grid() +plt.legend() +plt.xlabel('x [-]') +plt.ylabel('$\\varphi$ [-]') +plt.show() + +plt.figure() +# plt.plot(x_n, p_n, label='n-constituent') +# plt.plot(x_4, p_4, label='2-constituent') +plt.plot(x_n, p_n - p_4, label='Difference') +plt.grid() +plt.legend() +plt.xlabel('x [-]') +plt.ylabel('$p$ [-]') +plt.show() + +plt.figure() +# for i in range(len(z_alpha)): +# plt.plot(x_n, y_alpha_n[i], label=f'$y_{i}$') +# plt.plot(x_n, y_alpha_n[0] + y_alpha_n[1], label='$y_{A,n}$') +# plt.plot(x_n, y_alpha_n[2] + y_alpha_n[3], label='$y_{C,n}$') +# plt.plot(x_n, 1-y_alpha_n[0]-y_alpha_n[1]-y_alpha_n[2]-y_alpha_n[3], label='$y_{S,n}$') +# plt.plot(x_4, y_A_4, label='$y_{A,2}$') +# plt.plot(x_4, y_C_4, label='$y_{C,2}$') +# plt.plot(x_4, 1-y_A_4-y_C_4, label='$y_{S,2}$') +plt.plot(x_n, y_alpha_n[0] + y_alpha_n[1] - y_A_4, label='Difference $y_{A}$') +plt.plot(x_n, y_alpha_n[2] + y_alpha_n[3] - y_C_4, label='Difference $y_{C}$') +plt.plot(x_n, 1-y_alpha_n[0]-y_alpha_n[1]-y_alpha_n[2]-y_alpha_n[3] - (1-y_A_4-y_C_4), label='Difference $y_{S}$') +plt.legend() +plt.grid() +plt.xlabel('x [-]') +plt.ylabel('$y_\\alpha$ [-]') +plt.show() diff --git a/examples/ReproducableCode/NConstituentsMixture/Mixture_4_1.py b/examples/ReproducableCode/NConstituentsMixture/Mixture_4_1.py new file mode 100644 index 0000000000000000000000000000000000000000..97a5d66fda77f77186d5b82a298a6577793159a0 --- /dev/null +++ b/examples/ReproducableCode/NConstituentsMixture/Mixture_4_1.py @@ -0,0 +1,71 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de + +This script simulates mixture 4_1 from the thesis +''' + +# import the src file needed to solve the system of equations +import sys +import os + +# Add the src directory to the sys.path +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../..', 'src') +sys.path.insert(0, src_path) + +from EqN import solve_System_Neq + +# Remove the src directory from sys.path after import +del sys.path[0] + +# Further imports +import matplotlib.pyplot as plt +import numpy as np + +# Define Parameter and solver settings +phi_left = 8.0 +phi_right = 0.0 +p_right = 0.0 +y_alpha_R = [3/6, 1/6, 1/6] +z_alpha = [-1.0, 1.0, 2.0] +K = 'incompressible' +Lambda2 = 8.553e-6 +a2 = 7.5412e-4 +number_cells = 1024*4 +refinement_style = 'hard_log' +rtol = 1e-8 +return_type = 'Vector' +relax_param = 0.05 +max_iter = 2_500 + +y_alpha_n, phi_n, p_n, x_n = solve_System_Neq(phi_left, phi_right, p_right, z_alpha, y_alpha_R, K, Lambda2, a2, number_cells, return_type=return_type, relax_param=relax_param, max_iter=max_iter, rtol=rtol, refinement_style=refinement_style) + +np.savez('../../Data/NConstituentsMixture/Mixture_4_1.npz', x=x_n, phi=phi_n, p=p_n, y_alpha=y_alpha_n, z_alpha=z_alpha, y_alpha_R=y_alpha_R, phi_left=phi_left, phi_right=phi_right, p_right=p_right, K=K, Lambda2=Lambda2, a2=a2, number_cells=number_cells) + +plt.figure() +plt.plot(x_n, phi_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$\\varphi$ [-]') +plt.show() + +plt.figure +plt.plot(x_n, p_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$p$ [-]') +plt.show() + +plt.figure() +for i in range(len(z_alpha)): + plt.plot(x_n, y_alpha_n[i], label=f'z = {z_alpha[i]}') +y_S = 1.0 - y_alpha_n[0] - y_alpha_n[1] - y_alpha_n[2] +plt.plot(x_n, y_S, label=f'z = 0') +plt.legend() +plt.grid() +plt.xlim(0,0.05) +plt.xlabel('x [-]') +plt.ylabel('$y_\\alpha$ [-]') +plt.show() diff --git a/examples/ReproducableCode/NConstituentsMixture/Mixture_4_2.py b/examples/ReproducableCode/NConstituentsMixture/Mixture_4_2.py new file mode 100644 index 0000000000000000000000000000000000000000..d18139e0acdf7dd4ba3e48221acee8daab25e9c9 --- /dev/null +++ b/examples/ReproducableCode/NConstituentsMixture/Mixture_4_2.py @@ -0,0 +1,71 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de + +This script simulates mixture 4_2 from the thesis +''' + +# import the src file needed to solve the system of equations +import sys +import os + +# Add the src directory to the sys.path +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../..', 'src') +sys.path.insert(0, src_path) + +from EqN import solve_System_Neq + +# Remove the src directory from sys.path after import +del sys.path[0] + +# Further imports +import matplotlib.pyplot as plt +import numpy as np + +# Define Parameter and solver settings +phi_left = 8.0 +phi_right = 0.0 +p_right = 0.0 +y_alpha_R = [1/6, 1/6, 3/6] +z_alpha = [-2.0, -1.0, 1.0] +K = 'incompressible' +Lambda2 = 8.553e-6 +a2 = 7.5412e-4 +number_cells = 1024*4 +refinement_style = 'hard_log' +rtol = 1e-8 +return_type = 'Vector' +relax_param = 0.05 +max_iter = 2_500 + +y_alpha_n, phi_n, p_n, x_n = solve_System_Neq(phi_left, phi_right, p_right, z_alpha, y_alpha_R, K, Lambda2, a2, number_cells, return_type=return_type, relax_param=relax_param, max_iter=max_iter, rtol=rtol, refinement_style=refinement_style) + +np.savez('../../Data/NConstituentsMixture/Mixture_4_2.npz', x=x_n, phi=phi_n, p=p_n, y_alpha=y_alpha_n, z_alpha=z_alpha, y_alpha_R=y_alpha_R, phi_left=phi_left, phi_right=phi_right, p_right=p_right, K=K, Lambda2=Lambda2, a2=a2, number_cells=number_cells) + +plt.figure() +plt.plot(x_n, phi_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$\\varphi$ [-]') +plt.show() + +plt.figure +plt.plot(x_n, p_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$p$ [-]') +plt.show() + +plt.figure() +for i in range(len(z_alpha)): + plt.plot(x_n, y_alpha_n[i], label=f'z = {z_alpha[i]}') +y_S = 1.0 - y_alpha_n[0] - y_alpha_n[1] - y_alpha_n[2] +plt.plot(x_n, y_S, label=f'z = 0') +plt.legend() +plt.grid() +plt.xlim(0,0.05) +plt.xlabel('x [-]') +plt.ylabel('$y_\\alpha$ [-]') +plt.show() diff --git a/examples/ReproducableCode/NConstituentsMixture/Mixture_5.py b/examples/ReproducableCode/NConstituentsMixture/Mixture_5.py new file mode 100644 index 0000000000000000000000000000000000000000..242e6e5a49d92e2a5316914f5a5131bd334c5df8 --- /dev/null +++ b/examples/ReproducableCode/NConstituentsMixture/Mixture_5.py @@ -0,0 +1,71 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de + +This script simulates mixture 5 from the thesis +''' + +# import the src file needed to solve the system of equations +import sys +import os + +# Add the src directory to the sys.path +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../..', 'src') +sys.path.insert(0, src_path) + +from EqN import solve_System_Neq + +# Remove the src directory from sys.path after import +del sys.path[0] + +# Further imports +import matplotlib.pyplot as plt +import numpy as np + +# Define Parameter and solver settings +phi_left = 8.0 +phi_right = 0.0 +p_right = 0.0 +y_alpha_R = [1/5, 1/5, 1/5, 1/5] +z_alpha = [-2.0, -1.0, 1.0, 2.0] +K = 'incompressible' +Lambda2 = 8.553e-6 +a2 = 7.5412e-4 +number_cells = 1024*4 +refinement_style = 'hard_log' +rtol = 1e-8 +relax_param = 0.01 +max_iter = 10_000 +return_type = 'Vector' + +y_alpha_n, phi_n, p_n, x_n = solve_System_Neq(phi_left, phi_right, p_right, z_alpha, y_alpha_R, K, Lambda2, a2, number_cells, return_type=return_type , relax_param=relax_param, max_iter=max_iter, rtol=rtol, refinement_style=refinement_style) + +np.savez('../../Data/NConstituentsMixture/Mixture_5.npz', x=x_n, phi=phi_n, p=p_n, y_alpha=y_alpha_n, z_alpha=z_alpha, y_alpha_R=y_alpha_R, phi_left=phi_left, phi_right=phi_right, p_right=p_right, K=K, Lambda2=Lambda2, a2=a2, number_cells=number_cells) + +plt.figure() +plt.plot(x_n, phi_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$\\varphi$ [-]') +plt.show() + +plt.figure +plt.plot(x_n, p_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$p$ [-]') +plt.show() + +plt.figure() +for i in range(len(z_alpha)): + plt.plot(x_n, y_alpha_n[i], label=f'z = {z_alpha[i]}') +y_S = 1.0 - y_alpha_n[0] - y_alpha_n[1] - y_alpha_n[2] +plt.plot(x_n, y_S, label=f'z = 0') +plt.legend() +plt.grid() +plt.xlim(0,0.05) +plt.xlabel('x [-]') +plt.ylabel('$y_\\alpha$ [-]') +plt.show() diff --git a/examples/ReproducableCode/NConstituentsMixture/Mixture_6.py b/examples/ReproducableCode/NConstituentsMixture/Mixture_6.py new file mode 100644 index 0000000000000000000000000000000000000000..d67822dbe0a10f29dcc054e1f7ac74a87ec979cb --- /dev/null +++ b/examples/ReproducableCode/NConstituentsMixture/Mixture_6.py @@ -0,0 +1,71 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de + +This script simulates mixture 6 from the thesis +''' + +# import the src file needed to solve the system of equations +import sys +import os + +# Add the src directory to the sys.path +src_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '../../..', 'src') +sys.path.insert(0, src_path) + +from EqN import solve_System_Neq + +# Remove the src directory from sys.path after import +del sys.path[0] + +# Further imports +import matplotlib.pyplot as plt +import numpy as np + +# Define Parameter and solver settings +phi_left = 8.0 +phi_right = 0.0 +p_right = 0.0 +y_alpha_R = [1/23, 1/23, 1/23, 1/23, 10/23] +z_alpha = [-4.0, -3.0, -2.0, -1.0, 1.0] +K = 'incompressible' +Lambda2 = 8.553e-6 +a2 = 7.5412e-4 +number_cells = 1024*4 +refinement_style = 'hard_log' +rtol = 1e-8 +relax_param = 0.01 +max_iter = 10_000 +return_type = 'Vector' + +y_alpha_n, phi_n, p_n, x_n = solve_System_Neq(phi_left, phi_right, p_right, z_alpha, y_alpha_R, K, Lambda2, a2, number_cells, return_type=return_type , relax_param=relax_param, max_iter=max_iter, rtol=rtol, refinement_style=refinement_style) + +np.savez('../../Data/NConstituentsMixture/Mixture_6.npz', x=x_n, phi=phi_n, p=p_n, y_alpha=y_alpha_n, z_alpha=z_alpha, y_alpha_R=y_alpha_R, phi_left=phi_left, phi_right=phi_right, p_right=p_right, K=K, Lambda2=Lambda2, a2=a2, number_cells=number_cells) + +plt.figure() +plt.plot(x_n, phi_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$\\varphi$ [-]') +plt.show() + +plt.figure +plt.plot(x_n, p_n) +plt.xlim(0,0.05) +plt.grid() +plt.xlabel('$x$ [-]') +plt.ylabel('$p$ [-]') +plt.show() + +plt.figure() +for i in range(len(z_alpha)): + plt.plot(x_n, y_alpha_n[i], label=f'z = {z_alpha[i]}') +y_S = 1.0 - y_alpha_n[0] - y_alpha_n[1] - y_alpha_n[2] +plt.plot(x_n, y_S, label=f'z = 0') +plt.legend() +plt.grid() +plt.xlim(0,0.05) +plt.xlabel('x [-]') +plt.ylabel('$y_\\alpha$ [-]') +plt.show() diff --git a/examples/Visualizations/DoubleLayerCapacity.py/VisCompressibility.py b/examples/Visualizations/DoubleLayerCapacity.py/VisCompressibility.py index 7a99e021a7ffa8fdb89de239fc3588f51b66ca38..310270cb301c76e58341d84c25c4a637a05f2e58 100644 --- a/examples/Visualizations/DoubleLayerCapacity.py/VisCompressibility.py +++ b/examples/Visualizations/DoubleLayerCapacity.py/VisCompressibility.py @@ -12,61 +12,134 @@ import numpy as np # Molarity # Load data -data = np.load('../../Data/DoubleLayerCapacity/Compressibility.npz') +data = np.load('../../Data/DoubleLayerCapacity/DLKap_Compressibility.npz') -Q = data['Q'] -C_DL = data['C_DL'] +Q_DL_dimless_ = data['Q_DL_dimless_'] +Q_DL_dim_ = data['Q_DL_dim_'] +C_DL_dim = data['C_DL_dim'] +C_DL_dimless = data['C_DL_dimless'] y_A = data['y_A'] y_C = data['y_C'] y_S = data['y_S'] -phi_left = data['phi_left'] -phi_left_center = data['phi_left_center'] +Phi_Pot_Diff_dim = data['Phi_Pot_Diff_dim'] +Phi_Pot_Diff_dimless = data['Phi_Pot_Diff_dimless'] +Phi_pot_center_array_dim = data['Phi_pot_center_array_dim'] +Phi_pot_center_array_dimless = data['Phi_pot_center_array_dimless'] n_sol = data['n_sol'] K_vec = data['K_vec'] + +# Plotting # Charge -plt.figure() -[plt.plot(phi_left, Q[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] -plt.grid() -plt.legend() -plt.xlabel('$\delta \\varphi$ [-]') -plt.ylabel('Q $[-]$') -plt.tight_layout() -plt.show() - -# Double layer capacity -plt.figure() -[plt.plot(phi_left_center, C_DL[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] -plt.grid() -plt.legend() -plt.xlabel('$\delta \\varphi$ [-]') -plt.ylabel('$C_{dl} [-]$') -plt.tight_layout() -plt.show() - -# y_alpha_L -y_A_np, y_C_np, y_S_np = np.array(y_A), np.array(y_C), np.array(y_S) -markers = ['--', '-', ':'] +fig = plt.figure() colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple'] +color_dimless = 'tab:purple' +color_dim = 'tab:red' +ax = fig.add_subplot(111, label="1") +ax2 = fig.add_subplot(111, label="2", frame_on=False) + +# Plot dimensional data +for i, q_dl in enumerate(Q_DL_dim_): + ax.plot(Phi_Pot_Diff_dim, q_dl, color=colors[i], label=f'K: {K_vec[i]}') +ax.grid() +ax.set_xlabel('$\delta \\varphi [nm]$', color=color_dim) +ax.set_ylabel('$Q$ [\u03bc$F/cm^3]$', color=color_dim) +ax.tick_params(axis='x', colors=color_dim) +ax.tick_params(axis='y', colors=color_dim) + +for i, q_dl in enumerate(Q_DL_dimless_): + ax2.plot(Phi_Pot_Diff_dimless, q_dl, color=colors[i]) +ax2.xaxis.tick_top() +ax2.yaxis.tick_right() +ax2.set_xlabel('$\delta \\varphi [-]$', color=color_dimless) +ax2.set_ylabel('$Q [-]$', color=color_dimless) +ax2.xaxis.set_label_position('top') +ax2.yaxis.set_label_position('right') +ax2.tick_params(axis='x', colors=color_dimless) +ax2.tick_params(axis='y', colors=color_dimless) + +fig.legend() +fig.tight_layout() +fig.savefig('../../Figures/DoubleLayerCapacity/Compressibility_Charge.svg') +fig.show() + + +# Double Layer Capacity +fig = plt.figure() +color_dimless = 'tab:purple' +color_dim = 'tab:red' +ax = fig.add_subplot(111, label="1") +ax2 = fig.add_subplot(111, label="2", frame_on=False) + +# Plot dimensional data +for i, c_dl in enumerate(C_DL_dim): + ax.plot(Phi_pot_center_array_dim, c_dl, color=colors[i], label=f'K: {K_vec[i]}') +ax.grid() +ax.set_xlabel('$\delta \\varphi [nm]$', color=color_dim) +ax.set_ylabel('$C_{dl}$ [\u03bc$F/cm^2]$', color=color_dim) +ax.tick_params(axis='x', colors=color_dim) +ax.tick_params(axis='y', colors=color_dim) + +for i, c_dl in enumerate(C_DL_dimless): + ax2.plot(Phi_pot_center_array_dimless, c_dl, color=colors[i]) +# ax2.grid() +ax2.xaxis.tick_top() +ax2.yaxis.tick_right() +ax2.set_xlabel('$\delta \\varphi [-]$', color=color_dimless) +ax2.set_ylabel('$Q [-]$', color=color_dimless) +ax2.xaxis.set_label_position('top') +ax2.yaxis.set_label_position('right') +ax2.tick_params(axis='x', colors=color_dimless) +ax2.tick_params(axis='y', colors=color_dimless) + +fig.legend() +fig.tight_layout() +fig.savefig('../../Figures/DoubleLayerCapacity/Compressibility_Capacity.svg') +fig.show() + +# # Charge +# plt.figure() +# [plt.plot(phi_left, Q[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] +# plt.grid() +# plt.legend() +# plt.xlabel('$\delta \\varphi$ [-]') +# plt.ylabel('Q $[-]$') +# plt.tight_layout() +# plt.show() + +# # Double layer capacity +# plt.figure() +# [plt.plot(phi_left_center, C_DL[i], label=f'K = {K_vec[i]}') for i in range(len(K_vec))] +# plt.grid() +# plt.legend() +# plt.xlabel('$\delta \\varphi$ [-]') +# plt.ylabel('$C_{dl} [-]$') +# plt.tight_layout() +# plt.show() + +# # y_alpha_L +# y_A_np, y_C_np, y_S_np = np.array(y_A), np.array(y_C), np.array(y_S) +# markers = ['--', '-', ':'] +# colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple'] -n_sol_np = np.array(n_sol) -n_A_np, n_C_np, n_S_np = y_A_np * n_sol_np, y_C_np * n_sol_np, y_S_np * n_sol_np -plt.figure() -clr = colors[0] -for i in range(len(K_vec)): - clr = colors[i] - plt.plot(phi_left, n_A_np[i,:,0], '--', color=clr) - plt.plot(phi_left, n_C_np[i,:,0], '-', color=clr) - plt.plot(phi_left, n_S_np[i,:,0], ':', color=clr) -dummy, = plt.plot(0, 0, color='grey', linestyle='--', label='$n_A$') -dummy, = plt.plot(0, 0, color='grey', linestyle='-', label='$n_C$') -dummy, = plt.plot(0, 0, color='grey', linestyle=':', label='$n_S$') -for index, K_ in enumerate(K_vec): - dummy, = plt.plot(0, 0, color=colors[index], linestyle='-', label=f'K = {K_}') -plt.grid() -plt.legend() -plt.xlabel('$\delta \\varphi$ [-]') -plt.ylabel('$n_\\alpha^L [-]$') -plt.tight_layout() -plt.show() \ No newline at end of file +# n_sol_np = np.array(n_sol) +# n_A_np, n_C_np, n_S_np = y_A_np * n_sol_np, y_C_np * n_sol_np, y_S_np * n_sol_np +# plt.figure() +# clr = colors[0] +# for i in range(len(K_vec)): +# clr = colors[i] +# plt.plot(phi_left, n_A_np[i,:,0], '--', color=clr) +# plt.plot(phi_left, n_C_np[i,:,0], '-', color=clr) +# plt.plot(phi_left, n_S_np[i,:,0], ':', color=clr) +# dummy, = plt.plot(0, 0, color='grey', linestyle='--', label='$n_A$') +# dummy, = plt.plot(0, 0, color='grey', linestyle='-', label='$n_C$') +# dummy, = plt.plot(0, 0, color='grey', linestyle=':', label='$n_S$') +# for index, K_ in enumerate(K_vec): +# dummy, = plt.plot(0, 0, color=colors[index], linestyle='-', label=f'K = {K_}') +# plt.grid() +# plt.legend() +# plt.xlabel('$\delta \\varphi$ [-]') +# plt.ylabel('$n_\\alpha^L [-]$') +# plt.tight_layout() +# plt.show() \ No newline at end of file diff --git a/examples/Visualizations/ParameterAnalysis/VisFractionsHeightLeft.py b/examples/Visualizations/ParameterAnalysis/VisFractionsHeightLeft.py index 3ff969a341c11228d55fa8579befd3b42e2e2474..cc643d7b2d9e1a985c167b01c63ab0a9fc0e5fad 100644 --- a/examples/Visualizations/ParameterAnalysis/VisFractionsHeightLeft.py +++ b/examples/Visualizations/ParameterAnalysis/VisFractionsHeightLeft.py @@ -26,7 +26,7 @@ axs.plot(phi_left_vec, y_C_np[:,0], label='$y_C$', lw=lw) axs.plot(phi_left_vec, y_S_np[:,0], label='$y_S$', lw=lw) axs.grid() axs.set_xlabel('$\delta \\varphi$ [-]', fontsize=labelsize) -axs.set_ylabel('$y_\\alpha$ [-]', fontsize=labelsize) +axs.set_ylabel('$y_\\alpha^L$ [-]', fontsize=labelsize) axs.tick_params(axis='both', labelsize=labelsize) lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes] diff --git a/examples/Visualizations/VisConvergence.py b/examples/Visualizations/VisConvergence.py index b59906d557786cf4bb1991e62fdb5b02d3f0359a..35b630cf1bb2ff068eb06538518ba5497ae1ba29 100644 --- a/examples/Visualizations/VisConvergence.py +++ b/examples/Visualizations/VisConvergence.py @@ -5,7 +5,54 @@ Jan.Habscheid@rwth-aachen.de import matplotlib.pyplot as plt import numpy as np - +from scipy.interpolate import interp1d # Load data data = np.load('../Data/Convergence.npz') + +# Extract data +number_cells_vec = data['number_cells_vec'] +y_A_error_L2 = data['y_A_error_L2'] +y_C_error_L2 = data['y_C_error_L2'] +y_S_error_L2 = data['y_S_error_L2'] +phi_error_L2 = data['phi_error_L2'] +p_error_L2 = data['p_error_L2'] +y_A_error_inf = data['y_A_error_inf'] +y_C_error_inf = data['y_C_error_inf'] +y_S_error_inf = data['y_S_error_inf'] +phi_error_inf = data['phi_error_inf'] +p_error_inf = data['p_error_inf'] + +# Plot the results +fig, axs = plt.subplots(ncols=2, figsize=(30, 10)) +labelsize = 30 +lw = 6 +legend_width = 8 +ms = 25 +axs[0].loglog(number_cells_vec[:-1], y_A_error_L2, 'o-', label='$y_A$', lw=lw, ms=ms) +axs[0].loglog(number_cells_vec[:-1], y_C_error_L2, 'o-', label='$y_C$', lw=lw, ms=ms) +axs[0].loglog(number_cells_vec[:-1], y_S_error_L2, 'o-', label='$y_S$', lw=lw, ms=ms) +axs[0].loglog(number_cells_vec[:-1], phi_error_L2, 'o-', label='$\\varphi$', lw=lw, ms=ms) +axs[0].loglog(number_cells_vec[:-1], p_error_L2, 'o-', label='$p$', lw=lw, ms=ms) +axs[0].set_xlabel('log(nx)', fontsize=labelsize) +axs[0].set_ylabel('log($L_2$)', fontsize=labelsize) +axs[0].grid() +axs[0].tick_params(axis='both', labelsize=labelsize) + +axs[1].loglog(number_cells_vec[:-1], y_A_error_inf, 'o-', lw=lw, ms=ms) +axs[1].loglog(number_cells_vec[:-1], y_C_error_inf, 'o-', lw=lw, ms=ms) +axs[1].loglog(number_cells_vec[:-1], y_S_error_inf, 'o-', lw=lw, ms=ms) +axs[1].loglog(number_cells_vec[:-1], phi_error_inf, 'o-', lw=lw, ms=ms) +axs[1].loglog(number_cells_vec[:-1], p_error_inf, 'o-', lw=lw, ms=ms) +axs[1].set_xlabel('log(nx)', fontsize=labelsize) +axs[1].set_ylabel('log($L_\infty$)', fontsize=labelsize) +axs[1].grid() +axs[1].tick_params(axis='both', labelsize=labelsize) + +lgnd = fig.legend(bbox_to_anchor=(0.72, 1.1), fontsize=labelsize, ncol=7, markerscale=1.) +for line in lgnd.get_lines(): + line.set_linewidth(legend_width) + +fig.tight_layout() +fig.savefig('../Figures/Convergence.svg', bbox_inches='tight') +fig.show() \ No newline at end of file diff --git a/examples/Visualizations/ElectrolyticDiode.py b/examples/Visualizations/VisElectrolyticDiode.py similarity index 100% rename from examples/Visualizations/ElectrolyticDiode.py rename to examples/Visualizations/VisElectrolyticDiode.py diff --git a/examples/Visualizations/VisNConstituentMixture.py b/examples/Visualizations/VisNConstituentMixture.py new file mode 100644 index 0000000000000000000000000000000000000000..4266b96ee85450eb9bd6acb0451e9f1004103a7c --- /dev/null +++ b/examples/Visualizations/VisNConstituentMixture.py @@ -0,0 +1,92 @@ +''' +Jan Habscheid +Jan.Habscheid@rwth-aachen.de +''' + +import matplotlib.pyplot as plt +import numpy as np + + +# Load data +data_4_1 = np.load('../Data/NConstituentsMixture/Mixture_4_1.npz') +data_4_2 = np.load('../Data/NConstituentsMixture/Mixture_4_2.npz') +data_5 = np.load('../Data/NConstituentsMixture/Mixture_5.npz') +data_6 = np.load('../Data/NConstituentsMixture/Mixture_6.npz') + +x, phi, p, y, z = [], [], [], [], [] +for data in [data_4_1, data_4_2, data_5, data_6]: + x.append(data['x']) + phi.append(data['phi']) + p.append(data['p']) + y.append(data['y_alpha']) + z.append(data['z_alpha']) + +xlim = 0.05 +labelsize = 30 +lw = 4 +legend_width = 8 +subtitles_long = ['Mixture $4_1$', 'Mixture $4_2$', 'Mixture $5$', 'Mixture $6$'] +subtitles_short = ['$4_1$', '$4_2$', '$5$', '$6$'] +# Visualize the concentrations and pressure +fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(30,20)) +plotting_index = 0 +color_p = 'tab:red' +colors = ['tab:green', 'tab:orange', 'tab:purple', 'tab:pink', 'tab:olive', 'tab:cyan'] +for i in range(2): + for j in range(2): + # Concentrations + for species in range(len(z[plotting_index])): + axs[i,j].plot(x[plotting_index], y[plotting_index][species], label=f'z = {z[plotting_index][species]}', lw=lw, color=colors[species]) + lgnd = axs[i,j].legend(fontsize=labelsize) + for line in lgnd.get_lines(): + line.set_linewidth(legend_width) + axs[i,j].set_xlim(0,xlim) + axs[i,j].grid() + axs[i,j].set_xlabel('$x$ [-]', fontsize=labelsize) + axs[i,j].set_ylabel('$y_\\alpha$ [-]', fontsize=labelsize) + axs[i,j].tick_params(axis='both', labelsize=labelsize) + + # Pressure + axs_twin = axs[i,j].twinx() + axs_twin.plot(x[plotting_index], p[plotting_index], color=color_p, lw=lw) + axs_twin.set_xlim(0,xlim) + axs_twin.grid() + axs_twin.set_xlabel('$x$ [-]', fontsize=labelsize) + axs_twin.set_ylabel('$p$ [-]', color=color_p, fontsize=labelsize) + axs_twin.tick_params(axis='y', labelcolor=color_p, labelsize=labelsize) + axs_twin.tick_params(axis='x', labelsize=labelsize) + + axs[i,j].set_title(subtitles_long[plotting_index], fontsize=labelsize) + + # Next mixture + plotting_index += 1 +fig.tight_layout() +fig.savefig('../Figures/NConstituentMixture_Concentrations_Pressure.svg') +fig.show() + + + +# Visualize the electric potential +fig, axs = plt.subplots(layout='constrained', figsize=(15, 10)) + +for i in range(4): + axs.plot(x[i], phi[i], label=subtitles_short[i], lw=lw) +# axs.plot(x[0], phi[0], label='$4_1$', lw=lw) +# axs.plot(x[1], phi[1], label='$4_2$', lw=lw) +# axs.plot(x[2], phi[2], label='$5$', lw=lw) +# axs.plot(x[3], phi[3], label='$6$', lw=lw) +axs.set_xlim(0,xlim) +axs.set_xlabel('x [-]', fontsize=labelsize) +axs.set_ylabel('$\\varphi$ [-]', fontsize=labelsize) +axs.tick_params(axis='both', labelsize=labelsize) +axs.grid() + +lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes] +lines, labels = [sum(lol, []) for lol in zip(*lines_labels)] + +lgnd = fig.legend(lines, labels, bbox_to_anchor=(0.84,1.1), ncol=4, fontsize=labelsize) +for line in lgnd.get_lines(): + line.set_linewidth(legend_width) + +fig.show() +fig.savefig('../Figures/NConstituentMixture_ElectricPotential.svg', bbox_inches='tight') \ No newline at end of file diff --git a/src/__pycache__/Eq02.cpython-312.pyc b/src/__pycache__/Eq02.cpython-312.pyc index 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