{ "cells": [ { "cell_type": "markdown", "id": "f7900239", "metadata": {}, "source": [ "# Fitting a Cable from 1 to 10 GHz (Part 1)\n", "\n", "This tutorial demonstrates an end-to-end workflow for fitting a physically-motivated model to a high-frequency (1 to 10 GHz) measurement of a 1.5 ft `CBN-1.5FT-SMSM` cable from Mini-Circuits. The cable's datasheet is available at `https://www.minicircuits.com/pdfs/CBN-xx-SMSM+.pdf`.\n", "\n", "We will start by fitting an ideal transmission line model, and then add losses and parasitics to cater for effects such as attenuation and connector mismatch. The tutorial can be followed either directly in the documentation, or as port of a Jupyter notebook under docs/tutorials.\n", "\n", "Note that this is part 1 of a two-part tutorial. Part 2 (Bayesian inference) will be added soon." ] }, { "cell_type": "markdown", "id": "319b7ec3", "metadata": {}, "source": [ "## 1. Setting up the environment" ] }, { "cell_type": "markdown", "id": "13ac3df5", "metadata": {}, "source": [ "We only need a few packages for this tutorial. Make sure the following all import correctly:" ] }, { "cell_type": "code", "execution_count": 1, "id": "55a2496a", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt # for plotting\n", "import parax as prx # for parameters\n", "import skrf as rf # for touchstone reading\n", "import pmrf as prf # ParamRF" ] }, { "cell_type": "markdown", "id": "0d668cba", "metadata": {}, "source": [ "## 2. Preparing the data\n", "\n", "We begin by loading the measurement data. For this tutorial, we will download a sample `.s2p` file directly from the ParamRF repository and load it into a `scikit-rf` Network. The original file as available at https://www.minicircuits.com/WebStore/dashboard.html?model=CBN-1.5FT-SMSM%2B" ] }, { "cell_type": "code", "execution_count": 2, "id": "041e423c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import urllib.request\n", "import skrf as rf\n", "import matplotlib.pyplot as plt\n", "\n", "base_url = \"https://raw.githubusercontent.com/gvcallen/paramrf/main/docs/tutorials/data/\"\n", "file_name = \"CBN-1.5FT-SMSM.s2p\"\n", "full_url = base_url + file_name\n", "local_dir = \"data\"\n", "local_filename = os.path.join(local_dir, file_name) \n", "\n", "os.makedirs(local_dir, exist_ok=True)\n", "if not os.path.exists(local_filename):\n", " print(f\"Downloading {file_name} to {local_dir}/...\")\n", " urllib.request.urlretrieve(full_url, local_filename)\n", "\n", "# Load the measured data into skrf using the new local path\n", "measured = rf.Network(local_filename, f_unit='GHz')\n", "measured = measured[measured.frequency.f_scaled < 10]\n", "fig, ax = plt.subplots(figsize=(4, 3))\n", "measured.plot_s_db(m=0, n=0, ax=ax)" ] }, { "cell_type": "markdown", "id": "694e42dc", "metadata": {}, "source": [ "## 3. Selecting a model" ] }, { "cell_type": "markdown", "id": "a29c901b", "metadata": {}, "source": [ "ParamRF provides a few transmission line models, such as ``PhysicalLine``, ``CoaxialLine`` and ``DatasheetLine``. Looking at the datasheet, we see no mention of physical parameters like loss tangent, conductor loss or detailed geometry dimensions. However, there is a velocity factor, as well as loss factors ``k1`` and ``k2``. This is just what ``DatasheetLine`` was meant for.\n", "\n", "Let's try fitting the model with its expected length and default parameters as a quick check." ] }, { "cell_type": "code", "execution_count": 3, "id": "40843bab", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "22c6ac3ab0e1459c866bfac3e25c830c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "SciPy L-BFGS-B: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "default_model = prf.models.DatasheetLine(length=prf.math.feet_2_meter(1.5))\n", "default_results = prf.fit(default_model, measured)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "default_results.plot_s_db(m=0, n=0, ax=ax1)\n", "_ = default_results.plot_s_db(m=1, n=0, ax=ax2)" ] }, { "cell_type": "markdown", "id": "33226ad7", "metadata": {}, "source": [ "...not horrible, but we can definitely do better by providing the optimizer with a better starting point." ] }, { "cell_type": "markdown", "id": "5810b13d", "metadata": {}, "source": [ "## 4. Specifying parameters" ] }, { "cell_type": "markdown", "id": "e5ee1973", "metadata": {}, "source": [ "In ParamRF, parameter bounds and scales are defined using ``parax``. Any parameter not explicitly passed to the model constructor is assumed to be a free parameter with infinite bounds, as in the previous example.\n", "\n", "Looking at the datasheet, we find the cable is 50 ohm with a velocity factor `vf` of 0.74, skin effect loss `k1` of around 1.137 dbB/100m, and dielectric loss `k2` of around 0.00253 dB/100m. We use this information directly to specify initial parameters for `DatasheetLine`. We fix the velocity factory (dielectric constant), since there is a known correlation between it and the cable's length (explored further in part 2 of this tutorial!). Lastly, we add units (which currently are only for metadata purposes).\n", "\n", "We fit the model using both the gradient-based `L-BFGS-B` as well as the robust `Nelder-Mead` (which can work better when you are unsure of your initial parameters)." ] }, { "cell_type": "code", "execution_count": 12, "id": "f285d573", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9e45ce160ac8455e8f6165f6e71bdfc0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "SciPy L-BFGS-B: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3b87deef57ce47f7840a31e98bc8a56a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "SciPy Nelder-Mead: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Specify prior model parameters\n", "baseline_model = prf.models.DatasheetLine(\n", " length=prx.Uniform(prf.math.feet_2_meter(1.4), prf.math.feet_2_meter(1.6), unit='m'),\n", " zn=prx.Uniform(45.0, 55.0, unit='ohm'),\n", " vf=prx.Fixed(0.74),\n", " k1=prx.Uniform(1.0, 1.3, unit='dB/100m'),\n", " k2=prx.Uniform(2.0, 3.0, scale=1e-3, unit='dB/100m'),\n", " name='coax',\n", ")\n", "# Fit the model\n", "baseline_lbfgs_results = prf.fit(baseline_model, measured)\n", "baseline_nelder_results = prf.fit(baseline_model, measured, method='Nelder-Mead')\n", "\n", "# Plot the results. We pass a separate frequency to plot the model at a higher resolution\n", "freq_plot = prf.Frequency(\n", " measured.frequency.f_scaled[0],\n", " measured.frequency.f_scaled[-1],\n", " 1001,\n", " 'GHz',\n", ")\n", "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", "baseline_lbfgs_results.plot_s_db(m=0, n=0, ax=axes[0,0], model_frequency=freq_plot)\n", "baseline_lbfgs_results.plot_s_db(m=1, n=0, ax=axes[0,1], model_frequency=freq_plot)\n", "baseline_nelder_results.plot_s_db(m=0, n=0, ax=axes[1,0], model_frequency=freq_plot)\n", "_ = baseline_nelder_results.plot_s_db(m=1, n=0, ax=axes[1,1], model_frequency=freq_plot)\n", "axes[0,0].set_title('L-BFGS S11 [dB]')\n", "axes[0,1].set_title('L-BFGS S21 [dB]')\n", "axes[1,0].set_title('Nelder-Mead S21 [dB]')\n", "_ = axes[1,1].set_title('Nelder-Mead S11 [dB]')" ] }, { "cell_type": "markdown", "id": "64587952", "metadata": {}, "source": [ "While Nelder-Mead appears to fit the S11 better, L-BFGS-B achieves a better S21 fit. This can easily be affected by the type of loss function, parameter starting point, the specifical model, as well as many other factors, so it is important to experiment. However, do note that L-BFGS-B is generally much faster since it obtained gradients directly from JAX, which may be more important for large models." ] }, { "cell_type": "markdown", "id": "449a92fc", "metadata": {}, "source": [ "## 5. Adding parasitics" ] }, { "cell_type": "markdown", "id": "6834b2a5", "metadata": {}, "source": [ "Now that we know that we are in the right ballpark with our initial parameters and Nelder-Mead is working for us, it is clear that S11 drifts over frequency. This can be explained by parasitic capacitance in the cable connectors. We should model this!\n", "\n", "To polish this tutorial off, we therefore add two shunt capacitors to both sides of the cable model using the `**` operator. Note that naming the capacitors is optional, but useful for inspecting/manipulating the combined model's parameters. \n", "\n", "We print out the composite model parameters before continuing." ] }, { "cell_type": "code", "execution_count": 5, "id": "4b6a7bd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Composite Model Parameters:\n", "cap1\n", "coax_length\n", "coax_zn\n", "coax_k1\n", "coax_k2\n", "cap2\n" ] } ], "source": [ "# Define a parasitic connector capacitor\n", "# We initialize it at 0.1 pF and constrain it to physical (positive) values\n", "shunt_cap1 = prf.models.ShuntCapacitor(\n", " C=prx.Uniform(0.0, 1.0, value=0.1, scale=1e-12, unit='pF'), \n", " name='cap1',\n", ")\n", "shunt_cap2 = prf.models.ShuntCapacitor(\n", " C=prx.Uniform(0.0, 1.0, value=0.1, scale=1e-12, unit='pF'), \n", " name='cap2',\n", ")\n", "\n", "# Create the composite model by cascading Cap -> Coax -> Cap\n", "composite_model = shunt_cap1 ** baseline_model ** shunt_cap2\n", "\n", "print(\"Composite Model Parameters:\")\n", "for name in composite_model.param_names():\n", " print(name)" ] }, { "cell_type": "markdown", "id": "8dd5639c", "metadata": {}, "source": [ "## 6. Final optimization" ] }, { "cell_type": "markdown", "id": "b940b4b4", "metadata": {}, "source": [ "Finally, we optimize the composite model and print out its best parameters. The model captures the high-frequency drift extremely well, while maintaining reasonable parameter values." ] }, { "cell_type": "code", "execution_count": 6, "id": "135be40b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d9f0944d031f49f69c41605a5f3b0d11", "version_major": 2, "version_minor": 0 }, "text/plain": [ "SciPy Nelder-Mead: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Final Fitted Parameters:\n", "cap1: 0.019 pF\n", "coax_length: 0.444 m\n", "coax_zn: 50.711 ohm\n", "coax_k1: 1.102 dB/100m\n", "coax_k2: 2.714 dB/100m\n", "cap2: 0.018 pF\n" ] } ], "source": [ "# Fit the composite model\n", "results_composite = prf.fit(composite_model, measured, method='Nelder-Mead')\n", "composite_fitted = results_composite.model\n", "\n", "# Plot the final comparison\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 3))\n", "\n", "measured.plot_s_db(m=0, n=0, ax=ax1, label='Measured S11', color='k', linewidth=2)\n", "baseline_nelder_results.model.plot_s_db(freq_plot, m=0, n=0, ax=ax1, label='Baseline S11', color='gray', linestyle=':')\n", "composite_fitted.plot_s_db(freq_plot, m=0, n=0, ax=ax1, label='Composite S11 (with Parasitics)', color='b', linestyle='--')\n", "\n", "measured.plot_s_db(m=1, n=0, ax=ax2, label='Measured S21', color='k', linewidth=2)\n", "baseline_nelder_results.model.plot_s_db(freq_plot, m=1, n=0, ax=ax2, label='Baseline S21', color='gray', linestyle=':')\n", "composite_fitted.plot_s_db(freq_plot, m=1, n=0, ax=ax2, label='Composite S21 (with Parasitics)', color='b', linestyle='--')\n", "\n", "ax1.set_title('Return Loss: Baseline vs Composite')\n", "ax1.set_title('Insertion Loss: Baseline vs Composite')\n", "ax1.legend()\n", "plt.show()\n", "\n", "# Inspect the final resolved parameters\n", "print(\"Final Fitted Parameters:\")\n", "for name, param in composite_fitted.named_params().items():\n", " print(f\"{name}: {param.value:.3f} {param.metadata['unit']}\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }