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October 28, 2025 12:10
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "c6eefee3", | |
| "metadata": {}, | |
| "source": [ | |
| "# Load error terms from VNA Tools calb-file\n", | |
| "\n", | |
| "Michael Wollensack METAS - 28.10.2025" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "a62570c0", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "vnatools_path = r'D:\\svn_work\\217.01 S-Parameter\\Software\\Metas.Vna\\source\\Metas.Vna.Tools\\bin\\Release'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "2a66d786", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "data_path = r'D:\\svn_work\\217.01 S-Parameter\\Software\\Metas.Vna\\user\\Projects\\01_Basic_Example_N(f-m)\\UThru_01.calb'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "46e253d6", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import os\n", | |
| "import clr # pythonnet\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "b7e925bf", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<System.Reflection.RuntimeAssembly object at 0x0000022AC2162300>" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "clr.AddReference(os.path.join(vnatools_path, \"Metas.UncLib.LinProp\"))\n", | |
| "clr.AddReference(os.path.join(vnatools_path, \"Metas.Vna.Data\"))\n", | |
| "clr.AddReference(os.path.join(vnatools_path, \"Metas.Vna.Calibration\"))\n", | |
| "clr.AddReference(os.path.join(vnatools_path, \"Metas.Vna.Calibration.Config\"))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "51c9c7e5", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from Metas.UncLib.LinProp import UncNumber\n", | |
| "from Metas.Vna.Calibration.FileIO import CalibrationBinary" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "f1e7f040", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Generic Error Terms\n", | |
| "Generic Switch Terms\n", | |
| "Switched Error Terms 1 (converted)\n", | |
| "Switched Error Terms 2 (converted)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "subitems = CalibrationBinary.ListCalibrationSubItems[UncNumber](data_path)\n", | |
| "for item in subitems:\n", | |
| " print(item)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "a3cc142e", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "e1 = CalibrationBinary.LoadCalibrationSubItem[UncNumber](data_path, \"Switched Error Terms 1 (converted)\")\n", | |
| "e2 = CalibrationBinary.LoadCalibrationSubItem[UncNumber](data_path, \"Switched Error Terms 2 (converted)\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "90013514", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "f = e1.Frequency\n", | |
| "\n", | |
| "edf = [e1[i, 0, 0] for i in range(len(f))]\n", | |
| "ertf = [e1[i, 0, 2] for i in range(len(f))]\n", | |
| "esmf = [e1[i, 2, 2] for i in range(len(f))]\n", | |
| "ettf = [e1[i, 1, 3] for i in range(len(f))]\n", | |
| "elmf = [e1[i, 3, 3] for i in range(len(f))]\n", | |
| "\n", | |
| "edr = [e2[i, 1, 1] for i in range(len(f))]\n", | |
| "ertr = [e2[i, 1, 3] for i in range(len(f))]\n", | |
| "esmr = [e2[i, 3, 3] for i in range(len(f))]\n", | |
| "ettr = [e2[i, 0, 2] for i in range(len(f))]\n", | |
| "elmr = [e2[i, 2, 2] for i in range(len(f))]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "49a8b48d", | |
| "metadata": {}, | |
| "source": [ | |
| "## Forward error terms" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "c2831c7c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in edf])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|EDF|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "c9a5fe31", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in ertf])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ERTF|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "b4b82375", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in esmf])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ESMF|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "6ffc1762", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in ettf])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ETTF|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "8d7f2a5e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in elmf])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ELMF|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "2565ae5e", | |
| "metadata": {}, | |
| "source": [ | |
| "## Reverse error terms" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "23c525b8", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in edr])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|EDR|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "26eb1c5f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in ertr])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ERTR|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "d00a0f56", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in esmr])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ESMR|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "e8e7eb7f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in ettr])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ETTR|')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "591b3bb5", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(f, [e.Abs().Value for e in elmr])\n", | |
| "plt.xlabel('Frequency / Hz')\n", | |
| "plt.ylabel('|ELMR|')\n", | |
| "plt.show()" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.9.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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