Skip to content

Instantly share code, notes, and snippets.

@trygvis
Last active July 6, 2018 18:16
Show Gist options
  • Save trygvis/702eebc3ae39884d4a73138276eb4fe0 to your computer and use it in GitHub Desktop.
Save trygvis/702eebc3ae39884d4a73138276eb4fe0 to your computer and use it in GitHub Desktop.
Datasheet vs SPICE
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# About\n",
"\n",
"This is an experiment to look at how good the SPICE models are compared to the graphs one get from a component's datasheet.\n",
"\n",
"For this setup I've first used [WebPlotDigitizer](https://automeris.io/WebPlotDigitizer/) to convert a picture of the \"Output characteristic\" curve to a CSV file (`plots/wpd_datasets.csv`). After that I've taken the SPICE model and used it with LTSpice to generate similar curves.\n",
"\n",
"> Note: I've previously found a tool that can extract similar plots but also give a high-degree polynomial that fits the curve very tighly. This would be even better (and faster!) than my manual process.\n",
"\n",
"The component used in this setup is [DMP3056L](https://www.diodes.com/products/discrete/mosfets/mosfet-master-table/p-channel/p-channel-30v/part/DMP3056L) ([Datasheet](https://www.diodes.com/assets/Datasheets/DMP3056L.pdf), [SPICE model](https://www.diodes.com/spice/download/3435/DMP3056L.spice.txt)) from Diodes Inc.\n",
"\n",
"If you just want the comparison, scroll to the bottom!."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import ee\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib notebook\n",
"#%matplotlib inline\n",
"\n",
"%reload_ext ee"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Configure matplotlib\n",
"\n",
"Just to make the plots a bit bigger and have a useful font size."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"font = {'size' : 22}\n",
"plt.rc('font', **font)\n",
"fig_size = [12, 8]\n",
"plt.rcParams[\"figure.figsize\"] = fig_size"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# The different Vgs values we have from the datasheet and the simulation\n",
"vgs_list = \"-2.5\", \"-3.0\", \"-4.0\", \"-4.5\", \"-10.0\"\n",
"\n",
"# The highest Id we have, mainly to make the plots have the same scales.\n",
"id_max = 12\n",
"vds_max = 5"
]
},
{
"attachments": {
"DMP3056L%20-%20Output%20characteristic.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"# From data sheet\n",
"\n",
"This is the input picture that was used with WebPlotDigitizer:\n",
"\n",
"![DMP3056L%20-%20Output%20characteristic.png](attachment:DMP3056L%20-%20Output%20characteristic.png)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"df = pandas.\\\n",
" read_csv(\"plots/wpd_datasets.csv\", skiprows=[1]).\\\n",
" rename(index=str, columns={\n",
" \"Vgs=-2.5V\": \"Vds@Vgs=-2.5V\",\n",
" \"Unnamed: 1\": \"Id@Vgs=-2.5V\",\n",
" \"Vgs=-3.0V\": \"Vds@Vgs=-3.0V\",\n",
" \"Unnamed: 3\": \"Id@Vgs=-3.0V\",\n",
" \"Vgs=-4.0V\": \"Vds@Vgs=-4.0V\",\n",
" \"Unnamed: 5\": \"Id@Vgs=-4.0V\",\n",
" \"Vgs=-4.5V\": \"Vds@Vgs=-4.5V\",\n",
" \"Unnamed: 7\": \"Id@Vgs=-4.5V\",\n",
" \"Vgs=-10.0V\": \"Vds@Vgs=-10.0V\",\n",
" \"Unnamed: 9\": \"Id@Vgs=-10.0V\",\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"ds_values = {}\n",
"for vgs_str in vgs_list:\n",
" vds_str = \"Vds@Vgs={}V\".format(vgs_str)\n",
" id_str = \"Id@Vgs={}V\".format(vgs_str)\n",
" selection = df[df[vds_str].notna()][[vds_str, id_str]].\\\n",
" rename(index=str, columns={vds_str: \"Vds\", id_str: \"Id\"})\n",
" # the points that where manually added comes last in the CSV file\n",
" selection = selection.sort_values(by=['Vds'])\n",
" ds_values[vgs_str] = selection"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_axes([0, 0, 1, 1])\n",
"ax.set_title(\"Output characteristic, from data sheet\")\n",
"ax.set_ylabel(\"$-I_D$, drain current\")\n",
"ax.set_xlabel(\"$-V_{DS}$, drain-source voltage\")\n",
"\n",
"for (vgs, ds) in ds_values.items():\n",
" plt.plot(ds[\"Vds\"], ds[\"Id\"], label=\"$V_{{GS}}={}$\".format(vgs))\n",
"plt.legend()\n",
"plt.grid()\n",
"\n",
"None"
]
},
{
"attachments": {
"DMP3056L-test.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"# SPICE data\n",
"\n",
" For future reference, this is how I converted the LTSpice exported EMF file to PNG: https://askubuntu.com/a/710799. Then I used imagemagick to crop lots of extra white space:\n",
"\n",
" libreoffice --headless --convert-to png DMP3056L-test.emf\n",
" convert -trim DMP3056L-test.png DMP3056L-test2.png\n",
" mv DMP3056L-test2.png DMP3056L-test.png\n",
" \n",
"## SPICE schematic\n",
"\n",
"![DMP3056L-test.png](attachment:DMP3056L-test.png)\n",
"\n",
"My own tools for parsing the raw file (LTSpice's output file) is parsed with my own [`ee` library for Python](https://trygvis.io/git/2017/07/ee-python.git/)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"raw = ee.read_ltspice_raw(\"DMP3056L-test.raw\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Variables"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>Variable</th>\n",
" <th>kind</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>vds</td>\n",
" <td>voltage</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>V(d)</td>\n",
" <td>voltage</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>V(g)</td>\n",
" <td>voltage</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>I(Vgs)</td>\n",
" <td>device_current</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>I(Vds)</td>\n",
" <td>device_current</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Ix(m1:10)</td>\n",
" <td>subckt_current</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Ix(m1:20)</td>\n",
" <td>subckt_current</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Ix(m1:30)</td>\n",
" <td>subckt_current</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Variable kind\n",
"0 vds voltage\n",
"1 V(d) voltage\n",
"2 V(g) voltage\n",
"3 I(Vgs) device_current\n",
"4 I(Vds) device_current\n",
"5 Ix(m1:10) subckt_current\n",
"6 Ix(m1:20) subckt_current\n",
"7 Ix(m1:30) subckt_current"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pandas.DataFrame(columns=[\"Variable\", \"kind\"], data=[[v.expression, v.kind] for v in raw.variables])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df=raw.to_pandas().rename(index=str, columns={\"V(g)\": \"Vg\", \"vds\": \"Vds\", \"I(Vds)\":\"Id\"})\n",
"\n",
"df[[\"Vg\"]]=df[[\"Vg\"]].astype(str)\n",
"\n",
"sim_values = {}\n",
"for vgs in vgs_list:\n",
" values = df[(df[\"Vg\"] == vgs) & (df[\"Id\"] <= id_max)][[\"Vds\", \"Id\"]]\n",
" values[[\"Vds\"]] = -values[[\"Vds\"]]\n",
"# values[[\"Id\"]] = values[[\"Id\"]]\n",
" sim_values[vgs] = values\n",
"\n",
"#sim_values[\"-10.0\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"\n",
"ax = fig.add_axes([0, 0, 1, 1])\n",
"ax.set_title(\"Output characteristic, from simulation\")\n",
"ax.set_ylabel(\"$-I_D$, drain current\")\n",
"ax.set_xlabel(\"$-V_{DS}$, drain-source voltage\")\n",
"\n",
"for (vgs, ds) in sim_values.items():\n",
" plt.plot(ds[\"Vds\"], ds[\"Id\"], label=\"$V_{{GS}}={}$\".format(vgs))\n",
"plt.legend()\n",
"plt.grid()\n",
"\n",
"None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combined"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# These didn't turn out too useful.\n",
"if False:\n",
" for vgs in vgs_list: #[vgs_list[0]]:\n",
" sim, ds = (sim_values[vgs], ds_values[vgs])\n",
" fig = plt.figure()\n",
"\n",
" ax = fig.add_axes([0, 0, 1, 1])\n",
" ax.set_title(\"Output characteristic, $-V_{{GS}}={}$\".format(vgs))\n",
" ax.set_ylabel(\"$-I_D$, drain current\")\n",
" ax.set_xlabel(\"$-V_{DS}$, drain-source voltage\")\n",
"\n",
" plt.plot(sim[\"Vds\"], sim[\"Id\"], label=\"simulated\")\n",
" plt.plot(ds[\"Vds\"], ds[\"Id\"], label=\"datasheet\")\n",
" plt.legend()\n",
" plt.grid()\n",
" plt.ylim(0, id_max)\n",
" plt.xlim(0, vds_max)\n",
"\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 864x576 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"\n",
"fig, (ds_plt, sim_plt) = plt.subplots(nrows=2)\n",
"fig.set_size_inches([fig_size[0], fig_size[1] * 2])\n",
"\n",
"for vgs in vgs_list:\n",
" sim, ds = (sim_values[vgs], ds_values[vgs])\n",
"\n",
" for (subplt, values, label) in [(sim_plt, sim, \"simulated\"), (ds_plt, ds, \"datasheet\")]:\n",
" subplt.plot(values[\"Vds\"], values[\"Id\"], label=\"$V_{{GS}}={} V$\".format(vgs))\n",
"\n",
"for subplt, title in [(sim_plt, \"Simulated\"), (ds_plt, \"Datasheet\")]:\n",
" subplt.legend()\n",
" subplt.grid()\n",
" subplt.set_title(title)\n",
" subplt.set_ylim(0, id_max)\n",
" subplt.set_xlim(0, vds_max)\n",
" subplt.legend(loc=\"upper right\", bbox_to_anchor=(1.4, 1.0))\n",
"\n",
"None"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment