From 4c93419e19b51f85d8d4313f8327a287f82617df Mon Sep 17 00:00:00 2001 From: Steinmann Victor <victor.steinmann@arcor.de> Date: Sun, 24 Nov 2024 22:04:14 +0100 Subject: [PATCH] added continuous plotting of condensed fit --- Kennlinien_und_Fitting.ipynb | 114 +++++++++++++++++++++++++---------- 1 file changed, 82 insertions(+), 32 deletions(-) diff --git a/Kennlinien_und_Fitting.ipynb b/Kennlinien_und_Fitting.ipynb index 7f6082b..b77c190 100644 --- a/Kennlinien_und_Fitting.ipynb +++ b/Kennlinien_und_Fitting.ipynb @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -141,9 +141,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.04326332 0.18706448 8.74223069]\n", + "R^2: 0.9993376472269206\n", + "[-0.04427426 0.22583718 8.47417639]\n", + "R^2: 0.9996437866771651\n", + "[-0.04551814 0.25487938 8.35225635]\n", + "R^2: 0.9996824413373676\n", + "[-0.04337133 0.2282963 8.41669451]\n", + "R^2: 0.9997607916622331\n", + "[-0.04486213 0.24504513 8.38508942]\n", + "R^2: 0.9995310406285615\n", + "[-0.04560908 0.26110027 8.36778663]\n", + "R^2: 0.999203487869221\n", + "[-0.05301025 0.30409333 8.32747118]\n", + "R^2: 0.989680503933434\n", + "[-0.08310832 0.34740007 8.36358287]\n", + "R^2: 0.9616275516077178\n", + "[0.072644 0.14528799 8.40382273]\n", + "R^2: 1.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -167,7 +202,7 @@ "ax2.set_ylabel('$P$ in kW')\n", "\n", "for n in results.index:\n", - " df = csv_einlesen('H',results['n'].get(n))\n", + " df = csv_einlesen('h',results['n'].get(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", @@ -178,7 +213,7 @@ " #regression aus den Werten für Q und P\n", " df2 = csv_einlesen('P',results['n'].get(n))\n", " X2 = df2.loc[:,['Q^3','Q^2n','Qn^2','n^3']].to_numpy(float)\n", - " y2= df2['H'].to_numpy(float)\n", + " y2= df2['P'].to_numpy(float)\n", " results['Q-P_fit'] = LinearRegression().fit(X2,y2)\n", " #plotten der Punkte und der gefundnen Funktion mit \n", " ax2.errorbar(df2['Q'].to_numpy(),results['Q-P_fit'].get(n).predict(X2),fmt='b+')\n", @@ -195,24 +230,24 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - " Q n H P\n", - "0 -0.0 0.208333 0.380667 0.003501\n", - "1 0.5 0.208333 0.386749 0.004184\n", - "2 1.0 0.208333 0.373531 0.004867\n", - "3 1.5 0.208333 0.341249 0.005549\n", - "4 2.0 0.208333 0.287062 0.006061\n", - ".. ... ... ... ...\n", - "97 2.5 0.902778 7.107076 0.112583\n", - "98 3.0 0.902778 7.034061 0.123044\n", - "99 3.5 0.902778 6.906989 0.132358\n", - "100 -0.0 1.0 8.403823 0.078036\n", - "101 0.5 1.0 8.494628 0.088328\n", - "\n", - "[102 rows x 4 columns]\n" - ] + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x2668b9dd8b0>]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -221,15 +256,30 @@ "from sklearn.linear_model import LinearRegression\n", "\n", "df = pd.DataFrame(combine_csvs(),columns=['Q','n','H','P'])\n", + "#erstellen eines np arrays für die werte von Q^3 Q^2 Q^2n Qn^2 n^3\n", "X = np.empty((0,3),float)\n", + "X2 = np.empty((0,4),float)\n", "for i in df.index:\n", - " Q_temp=df.loc['Q'].get(i)\n", - " n_temp=df.loc['n'].get(i)\n", - " X = np.append(X,[[Q_temp**2,Q_temp*n_temp,n_temp**2], df.loc],axis=0)\n", + " Q_temp= df['Q'].get(i)\n", + " n_temp= df['n'].get(i)\n", + " X = np.append(X,[[(Q_temp**2), (Q_temp*n_temp), (n_temp**2)]],axis=0)\n", + " X2 = np.append(X2,[[Q_temp**3,(Q_temp**2) *n_temp, Q_temp*(n_temp**2), n_temp**3]],axis=0)\n", + "\n", + "LR_H = LinearRegression(fit_intercept=False).fit(X , df['H'].to_numpy(float))\n", + "LR_P = LinearRegression().fit(X2,df['P'].to_numpy(float))\n", "\n", - "LR_H = LinearRegression(fit_intercept=False).fit(X , df.loc['H'].to_numpy(float))\n", + "fig1, (ax1,ax2) = plt.subplots(2,1,sharex=True,gridspec_kw={'hspace':0})\n", + "ax1.set_xticks(np.linspace(0,10,11))\n", + "ax1.set_xticks(np.linspace(0,10,21),minor=True)\n", + "ax1.set_title('Förderhöhe Kennlinie',loc='center')\n", + "ax1.set_ylabel('$H$ in m')\n", + "ax2.set_title('Leistungskennlinien',loc='center',y=-0.25)\n", + "ax2.set_ylabel('$P$ in kW')\n", "\n", - "print(df)" + "#muss für jeden bereich fon n einzeln geplottet werden\n", + "for i in df.index:\n", + " ax1.plot(df['Q'].to_numpy(),LR_H.predict(X))\n", + " ax2.plot(df['Q'].to_numpy(),LR_P.predict(X2))" ] }, { @@ -265,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -309,7 +359,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.7" } }, "nbformat": 4, -- GitLab