From 822a2e8760f959f4788bbd1b4bc4c6931244d64d Mon Sep 17 00:00:00 2001 From: Steinmann <steinmann@fst.maschinenbau.tu-darmstadt.de> Date: Mon, 11 Nov 2024 13:58:13 +0100 Subject: [PATCH] fixed up x y swap added missing .csv --- Kennlinien_und_Fitting.ipynb | 62 +++++++++++-------- P-Q_kennlinie_n_1150.csv | 9 +++ ...ie_n_18500.csv => P-Q_kennlinie_n_1850.csv | 0 h-Q_kennlinie_n_3250.csv | 9 +++ 4 files changed, 55 insertions(+), 25 deletions(-) create mode 100644 P-Q_kennlinie_n_1150.csv rename P-Q_kennlinie_n_18500.csv => P-Q_kennlinie_n_1850.csv (100%) create mode 100644 h-Q_kennlinie_n_3250.csv diff --git a/Kennlinien_und_Fitting.ipynb b/Kennlinien_und_Fitting.ipynb index 6d867f9..ddba2b1 100644 --- a/Kennlinien_und_Fitting.ipynb +++ b/Kennlinien_und_Fitting.ipynb @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -84,9 +84,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[2.50000000e-01 1.45000000e+03 8.41000000e+06]\n", + " [1.00000000e+00 2.90000000e+03 8.41000000e+06]\n", + " [2.25000000e+00 4.35000000e+03 8.41000000e+06]\n", + " [4.00000000e+00 5.80000000e+03 8.41000000e+06]\n", + " [6.25000000e+00 7.25000000e+03 8.41000000e+06]\n", + " [9.00000000e+00 8.70000000e+03 8.41000000e+06]\n", + " [1.22500000e+01 1.01500000e+04 8.41000000e+06]\n", + " [1.60000000e+01 1.16000000e+04 8.41000000e+06]\n", + " [2.02500000e+01 1.30500000e+04 8.41000000e+06]\n", + " [2.50000000e+01 1.45000000e+04 8.41000000e+06]\n", + " [3.02500000e+01 1.59500000e+04 8.41000000e+06]\n", + " [3.60000000e+01 1.74000000e+04 8.41000000e+06]\n", + " [4.22500000e+01 1.88500000e+04 8.41000000e+06]\n", + " [4.91577845e+01 2.03326577e+04 8.41000000e+06]]\n" + ] + } + ], "source": [ "import numpy as np\n", "print(csv_einlesen('h',2900).loc[:,['Q^2','Qn','n^2']].to_numpy(float))" @@ -101,27 +122,19 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " n Q-h_fit Q-P_fit\n", - "0 750 LinearRegression(fit_intercept=False) LinearRegression()\n", - "1 1150 LinearRegression(fit_intercept=False) LinearRegression()\n", - "2 1500 LinearRegression(fit_intercept=False) LinearRegression()\n", - "3 1850 LinearRegression(fit_intercept=False) LinearRegression()\n", - "4 2200 LinearRegression(fit_intercept=False) LinearRegression()\n", - "5 2550 LinearRegression(fit_intercept=False) LinearRegression()\n", - "6 2900 LinearRegression(fit_intercept=False) LinearRegression()\n", - "7 3600 LinearRegression(fit_intercept=False) LinearRegression()\n" + "[ 7.00193120e-06 -3.89096164e-07 1.60200507e-09 0.00000000e+00]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] @@ -131,30 +144,29 @@ } ], "source": [ + "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from sklearn.linear_model import LinearRegression\n", "results = pd.DataFrame()\n", - "drehz = [750,1150,1500,1850,2200,2550,2900,3600]\n", + "drehz = [750,1150,1500,1850,2200,2550,2900,3250,3600]\n", "results['n'] = drehz#get methode richtig verwenden spart die zeile\n", - "fig, (ax1,ax2) = plt.subplots(2,1,sharex=True)\n", + "fig, (ax1,ax2) = plt.subplots(2,1,sharex=True,gridspec_kw={'hspace':0})\n", "ax1.set_title('Förderhöhe Kennlinie',loc='center')\n", - "ax2.set_title('Leistungskennlinien',loc='center')\n", + "ax2.set_title('Leistungskennlinien',loc='center',y=-0.25)\n", "\n", "for n in results.index:\n", " df = csv_einlesen('h',drehz[n])\n", " X = df.loc[:,['Q^2','Qn','n^2']].to_numpy(float)\n", " y = df['h'].to_numpy(float)\n", " results['Q-h_fit'] = LinearRegression(fit_intercept=False).fit(X,y)\n", - " #results['h_ber']\n", - " #for i in df.index:\n", - " # np.dot(df.loc[i,['Q^2','Qn','n^2']], results['Q-h_fit'].get(n).coef_)\n", - "\n", - " X2 =df.loc[:,['Q^3','Q^2n','Qn^2','n^3']].to_numpy(float)\n", - " results['Q-P_fit'] = LinearRegression().fit(X2,y)\n", " ax1.plot(df.index.to_numpy(),results['Q-h_fit'].get(n).predict(X))\n", - " ax2.plot(df.index.to_numpy(),results['Q-P_fit'].get(n).predict(X2))\n", - "print(results)\n" + " df2 = csv_einlesen('P',drehz[n])\n", + " X2 = df2.loc[:,['Q^3','Q^2n','Qn^2','n^3']].to_numpy(float)\n", + " y2= df2['h'].to_numpy(float)\n", + " results['Q-P_fit'] = LinearRegression().fit(X2,y2)\n", + " ax2.plot(df2.index.to_numpy(),results['Q-P_fit'].get(n).predict(X2)) \n", + "print(results['Q-P_fit'].get(0).coef_)\n" ] } ], diff --git a/P-Q_kennlinie_n_1150.csv b/P-Q_kennlinie_n_1150.csv new file mode 100644 index 0000000..bb53e56 --- /dev/null +++ b/P-Q_kennlinie_n_1150.csv @@ -0,0 +1,9 @@ +0; 0,08622564387475684 +0,5000000000000004; 0,09555389415774673 +1; 0,11458969197670399 +1,5; 0,12305389017106183 +2; 0,13784178858083784 +2,500000000000001; 0,1451428069240741 +3; 0,1521965157347509 +3,492753623188406; 0,16047197640117972 +4; 0,16519174041297902 diff --git a/P-Q_kennlinie_n_18500.csv b/P-Q_kennlinie_n_1850.csv similarity index 100% rename from P-Q_kennlinie_n_18500.csv rename to P-Q_kennlinie_n_1850.csv diff --git a/h-Q_kennlinie_n_3250.csv b/h-Q_kennlinie_n_3250.csv new file mode 100644 index 0000000..59e9160 --- /dev/null +++ b/h-Q_kennlinie_n_3250.csv @@ -0,0 +1,9 @@ +0; 3,0131671891741707 +0,5000000000000004; 3,0319567631236524 +1; 3,046280990037549 +1,5; 3,060121436662289 +2; 3,066597880868283 +2,500000000000001; 3,0665970835444796 +3; 3,049972776043445 +3,5; 3,0238091976213157 +4,000000000000001; 2,998577372647941 -- GitLab