108 lines
41 KiB
Plaintext
108 lines
41 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 29,
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"id": "93fb6114-6d2d-4fa4-a0d0-56b41a6d20ed",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"from pint import UnitRegistry\n",
|
|
"unit = UnitRegistry()\n",
|
|
"unit.formatter.default_format = \"~\"\n",
|
|
"unit.setup_matplotlib()\n",
|
|
"\n",
|
|
"\n",
|
|
"gain_first_stage = 10e6 * unit.V / unit.A\n",
|
|
"gain_second_stage = 100e3 / 1e3\n",
|
|
"\n",
|
|
"tunnel_current_in = np.linspace(1e-12, 10e-9, 100) * unit.A\n",
|
|
"volts_out = tunnel_current_in * gain_first_stage * gain_second_stage\n",
|
|
"\n",
|
|
"plt.xscale(\"log\")\n",
|
|
"plt.plot(tunnel_current_in, volts_out)\n",
|
|
"xticks = [1e-12, 10e-12, 100e-12, 1e-9, 10e-9] * unit.A\n",
|
|
"plt.xticks(xticks, [f'{t.to(\"nA\"):.3f~}' for t in xticks], minor=False)\n",
|
|
"plt.xlabel(\"Tunneling Current\")\n",
|
|
"\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"yticks = [0.001, 0.010, 0.1, 1.0, 5] * unit.V\n",
|
|
"plt.yticks(yticks, [f'{t.to(\"V\"):.3f~}' for t in yticks], minor=False)\n",
|
|
"plt.ylabel(\"Preamp Voltage\")\n",
|
|
"plt.grid(True, \"both\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "f4bd3266-3aa1-478a-b6ff-cd4a49943c47",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"359.0 pA"
|
|
],
|
|
"text/latex": [
|
|
"$359.0\\ \\mathrm{pA}$"
|
|
],
|
|
"text/plain": [
|
|
"<Quantity(359.0, 'picoampere')>"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"v = 0.359 * unit.V\n",
|
|
"a = v / (gain_first_stage * gain_second_stage)\n",
|
|
"a.to(\"pA\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "e3dfcedf-d33c-4e3b-9d28-8282df12e121",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.13.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|