241 lines
136 KiB
Plaintext
241 lines
136 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import matplotlib as mpl\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"\n",
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"\n",
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"def read_oscilloscope_file(file_name, time_div=200):\n",
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" with open(file_name, 'r') as file:\n",
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" lines = []\n",
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" for line in file:\n",
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" lines.append(line.strip())\n",
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" print(file.name)\n",
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"\n",
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" data = pd.DataFrame()\n",
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" \n",
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" data[\"time\"] = np.linspace(0, 12*time_div, 1200)\n",
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" data[\"CH1\"] = np.float_(lines[5:1205])\n",
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" data[\"CH2\"] = np.float_(lines[1212:2412])\n",
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"\n",
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" return data\n",
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"\n",
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"\n",
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"def plot_kurven(data: pd.DataFrame, title=\"\", xStart=0, xStop=0, xStep=200, xStepMinor=100, vlines=[]):\n",
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" fig, ax = plt.subplots(figsize=(10, 4))\n",
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"\n",
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" # time offset\n",
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" if xStop > xStart:\n",
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" data[\"time\"] -= xStart\n",
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"\n",
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" ax.plot(\"time\", \"CH1\", data=data, label=\"Anfang\", ls=\"-\", marker='.')\n",
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" ax.plot(\"time\", \"CH2\", data=data, label=\"Ende\", ls=\"-\", marker='.')\n",
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"\n",
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"\n",
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" # Beschriftungen setzen\n",
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" ax.set_xlabel(\"Zeit t [ns]\")\n",
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" ax.set_ylabel(\"Spannung U [V]\")\n",
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" if title != \"\": ax.set_title(title, fontsize=16, pad=10)\n",
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"\n",
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" \n",
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" # ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStepMinor), minor=True)\n",
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" ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStep))\n",
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"\n",
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" if xStop > xStart:\n",
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" ax.set_xlim(left=0, right=xStop-xStart)\n",
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" else:\n",
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" ax.set_xlim(left=data[\"time\"].iloc[0], right=data[\"time\"].iloc[-1])\n",
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"\n",
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" if xStepMinor != 0:\n",
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" ax.grid(which=\"major\", ls=\"-\", linewidth=0.5)\n",
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" # ax.grid(which=\"minor\", ls=\"-\", linewidth=0.1)\n",
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" else: \n",
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" ax.grid(which=\"major\")\n",
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"\n",
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" ax.legend()\n",
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" ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
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" ax.text(60, 1.0, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
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"\n",
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" ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
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" ax.text(110, 1.5, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
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" # plt.show()\n",
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"\n",
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" return fig"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"lel = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\", time_div=200)\n",
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"# plot_kurven(lel)\n",
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"plot_kurven(lel, 1000, 1400)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Alles plotten und als Bilder abspeichern\n",
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"current_directory = os.getcwd()\n",
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"\n",
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"# iterate over all files in the directory \"Messungen/Rohdaten/\"\n",
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"for root, dirs, files in os.walk(os.path.join(current_directory, \"Messungen/Rohdaten/\")):\n",
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" for file in files:\n",
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" if file.endswith(\".txt\"):\n",
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" file_path = os.path.join(root, file)\n",
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" messung = read_oscilloscope_file(file_path, 200)\n",
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" plot_kurven(messung, title=file[0:-4])\n",
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" plot_kurven(messung, title=file[0:-4], start=1000, stop=1500)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Diagramme für 3.2 Kurzschluss\n",
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"kurzschluss = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\")\n",
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"# kurzschluss.set_index(\"time\", inplace=True)\n",
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"\n",
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"kurzschluss_fig = plot_kurven(kurzschluss, xStart=1060, xStop=1232, title=\"Reflexion bei Kurzschluss\", xStep=10, xStepMinor=5)\n",
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"kurzschluss_fig.savefig(\"Reflexion_bei_Kurzschluss\", dpi=250)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "63238d5f8ce84572a91107b9fbb14608",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=1000.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=None)"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Leerlauf\n",
|
|
"leerlauf = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\")\n",
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"\n",
|
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"leerlauf_fig = plot_kurven(leerlauf, title=\"Relfexion bei Leerlauf\", xStart=1120, xStop=1370, xStep=20)\n",
|
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"# leerlauf_fig.savefig(\"Reflexion_bei_Leerlauf\", dpi=250)\n",
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"\n",
|
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"# Ausbreitungsgeschwindigkeit\n",
|
|
"t1 = leerlauf[\"time\"].iloc[596] # ns\n",
|
|
"t2 = leerlauf[\"time\"].iloc[621] # ns\n",
|
|
"\n",
|
|
"dt = t2 - t1 # ns\n",
|
|
"v = 10 / (dt/1e9) / 1e3 # km/s\n",
|
|
"\n",
|
|
"# Permittivität des Dielektrikums\n",
|
|
"permeabilität_r_cu = 0.9999904\n",
|
|
"permeabilität_0 = 1.257e-6 # V*s / (A*m)\n",
|
|
"c0 = 299792458 # m/s\n",
|
|
"\n",
|
|
"permittivität = 1 / (v**2 * permeabilität_0 * permeabilität_r_cu)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Endwiderstand\n",
|
|
"endwiderstand = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion mit Endwiderstand.txt\")\n",
|
|
"\n",
|
|
"endwiderstand_fig = plot_kurven(endwiderstand, title=\"Relfexion mit Endwiderstand\", start=1120, stop=1340, xStep=20)\n",
|
|
"endwiderstand_fig.savefig(\"Reflexion_mit_Endwiderstand\", dpi=250)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"kurzschluss.set_index(\"time\", inplace=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"kurzschluss[0:150].to_csv(\"text\")\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|