From e806cf625a2f77b02618369a301743ea6dd047d4 Mon Sep 17 00:00:00 2001
From: goose4077 <156208098+goose4077@users.noreply.github.com>
Date: Mon, 27 Jan 2025 17:03:52 +0100
Subject: [PATCH] anf

---
 Aeromechanik/Aeromechanik.ipynb | 198 +++++++++-----------------------
 1 file changed, 54 insertions(+), 144 deletions(-)

diff --git a/Aeromechanik/Aeromechanik.ipynb b/Aeromechanik/Aeromechanik.ipynb
index 64190a0..cbeb87f 100644
--- a/Aeromechanik/Aeromechanik.ipynb
+++ b/Aeromechanik/Aeromechanik.ipynb
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 2,
    "id": "790c4e5e",
    "metadata": {},
    "outputs": [],
@@ -207,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 155,
+   "execution_count": 3,
    "id": "05ee67d2",
    "metadata": {},
    "outputs": [
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 156,
+   "execution_count": 4,
    "id": "2c6e6dd8-bcfa-407c-b07e-3bb7dcf8f358",
    "metadata": {},
    "outputs": [
@@ -357,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 157,
+   "execution_count": 5,
    "id": "495e80a1",
    "metadata": {},
    "outputs": [
@@ -441,7 +441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": 6,
    "id": "749744d6",
    "metadata": {},
    "outputs": [
@@ -579,7 +579,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 7,
    "id": "38afd788",
    "metadata": {},
    "outputs": [
@@ -687,7 +687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 160,
+   "execution_count": 8,
    "id": "0d231e0a",
    "metadata": {},
    "outputs": [
@@ -756,13 +756,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 181,
+   "execution_count": 41,
    "id": "87966da7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -772,7 +772,17 @@
     },
     {
      "data": {
-      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1200x500 with 2 Axes>"
       ]
@@ -788,10 +798,12 @@
     "df31 = pd.read_csv('Aufgabe 3/3.1.csv')\n",
     "\n",
     "F = df31['fw in N']\n",
-    "r = df31['r in m']\n",
+    "r = df31['r in m']/2\n",
     "\n",
     "A = r**2*np.pi\n",
     "\n",
+    "v31 = ftov*uarr(2600,20)\n",
+    "\n",
     "plt.scatter(r,F, marker='x')\n",
     "plt.show()\n",
     "\n",
@@ -804,21 +816,21 @@
     "def linmod(a,b):\n",
     "    return a*b \n",
     "\n",
-    "# xy_data = kafe2.XYContainer(x_data=A, y_data=F)\n",
-    "# # xy_data.add_error(axis='x',err_val=uf)\n",
-    "# xy_data.add_error(axis=\"y\",err_val= 0.02)\n",
-    "# linfit = kafe2.Fit(data=xy_data, model_function=vmod)\n",
-    "# linfit.add_parameter_constraint(name='b', value=0.33, uncertainty=0.5)\n",
-    "# linfit.add_parameter_constraint(name='f', value=2600, uncertainty=20)\n",
-    "# linfit.add_parameter_constraint(name='m', value=0.0047, uncertainty=0.00026)\n",
-    "# linfit.add_parameter_constraint(name='pluft', value=nomv(up_luft), uncertainty=stdv(up_luft))\n",
-    "# linfit.do_fit()\n",
-    "# linfit.data_container.label = 'Relation r und F'\n",
-    "# p = kafe2.Plot(linfit)\n",
-    "# p.x_label = 'A in m^2'\n",
-    "# p.y_label = 'Kraft in N'\n",
-    "# p.plot()\n",
-    "# p.show()\n",
+    "xy_data = kafe2.XYContainer(x_data=A, y_data=F)\n",
+    "# xy_data.add_error(axis='x',err_val=uf)\n",
+    "xy_data.add_error(axis=\"y\",err_val= 0.02)\n",
+    "linfit = kafe2.Fit(data=xy_data, model_function=vmod)\n",
+    "linfit.add_parameter_constraint(name='b', value=0.33, uncertainty=0.5)\n",
+    "linfit.add_parameter_constraint(name='f', value=nomv(v31), uncertainty=stdv(v31))\n",
+    "linfit.add_parameter_constraint(name='m', value=0.0047, uncertainty=0.00026)\n",
+    "linfit.add_parameter_constraint(name='pluft', value=nomv(up_luft), uncertainty=stdv(up_luft))\n",
+    "linfit.do_fit()\n",
+    "linfit.data_container.label = 'Relation r und F'\n",
+    "p = kafe2.Plot(linfit)\n",
+    "p.x_label = 'A in m^2'\n",
+    "p.y_label = 'Kraft in N'\n",
+    "p.plot()\n",
+    "p.show()\n",
     "\n",
     "xy_data = kafe2.XYContainer(x_data=A, y_data=F)\n",
     "# xy_data.add_error(axis='x',err_val=uf)\n",
@@ -889,7 +901,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 35,
    "id": "e976c8f1",
    "metadata": {},
    "outputs": [],
@@ -909,7 +921,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "id": "3d103ae7",
    "metadata": {},
    "outputs": [
@@ -975,7 +987,9 @@
    "source": [
     "**D I S K U S S I O N**\n",
     "\n",
-    "Der $c_w$ der Kreisscheibe beträgt $=0.931\\pm0.041$\n",
+    "Der $\\chi^2$ Wert liegt bei 0.926, was auf einen Aussagekräftigen Fit hinweist.\n",
+    "\n",
+    "Der $c_w$ der Kreisscheibe beträgt $=0.931\\pm0.041$. Der Literaturwert einer Kreisscheibe liegt bei $\\approx 1.11$ ([Wiki](https://de.wikipedia.org/wiki/Strömungswiderstandskoeffizient#cw-Werte_von_typischen_Körperformen))\n",
     "\n",
     "---"
    ]
@@ -1012,7 +1026,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 199,
+   "execution_count": 12,
    "id": "df595b82",
    "metadata": {},
    "outputs": [
@@ -1135,7 +1149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 165,
+   "execution_count": 13,
    "id": "88043ad4",
    "metadata": {},
    "outputs": [
@@ -1170,114 +1184,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 276,
+   "execution_count": 14,
    "id": "101f59a6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Degrees</th>\n",
-       "      <th>Uncut</th>\n",
-       "      <th>Lift in N</th>\n",
-       "      <th>Drag in N</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-8</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>0.120</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-4</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>0.100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.30</td>\n",
-       "      <td>0.110</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.40</td>\n",
-       "      <td>0.110</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>8</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.50</td>\n",
-       "      <td>0.140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>12</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.55</td>\n",
-       "      <td>0.150</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>16</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.65</td>\n",
-       "      <td>0.165</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>20</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.75</td>\n",
-       "      <td>0.170</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Degrees  Uncut  Lift in N  Drag in N\n",
-       "0       -8    0.5       0.15      0.120\n",
-       "1       -4    0.5       0.25      0.100\n",
-       "2        0    0.5       0.30      0.110\n",
-       "3        4    0.5       0.40      0.110\n",
-       "4        8    0.5       0.50      0.140\n",
-       "5       12    0.5       0.55      0.150\n",
-       "6       16    0.5       0.65      0.165\n",
-       "7       20    0.5       0.75      0.170"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "offset_drag = 0.03\n",
     "offset_lift = 0.1\n",
@@ -1302,7 +1212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 15,
    "id": "39018c4d",
    "metadata": {},
    "outputs": [
@@ -1343,7 +1253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 16,
    "id": "0b69f649",
    "metadata": {},
    "outputs": [
@@ -1381,7 +1291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 192,
+   "execution_count": 17,
    "id": "4cad23f7",
    "metadata": {},
    "outputs": [
@@ -1414,7 +1324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 18,
    "id": "b0b222c0",
    "metadata": {},
    "outputs": [
@@ -1482,7 +1392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 19,
    "id": "49025394",
    "metadata": {},
    "outputs": [
@@ -1539,7 +1449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": 20,
    "id": "9aebbc00",
    "metadata": {},
    "outputs": [],
@@ -1564,7 +1474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
+   "execution_count": 21,
    "id": "b7f446b7",
    "metadata": {},
    "outputs": [
-- 
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