{ "cells": [ { "cell_type": "markdown", "id": "9ab6a93e-3944-4317-8732-c63986016096", "metadata": {}, "source": [ "# Example evaluation of temperature-dependent I-V characteristics of a p-n diode\n", "\n", "In this example, we load measurement data directly from the NOMAD upload, plot the data and extract the series resistance $R_\\mathrm{S}$, the ideality factor $n$ as well as the bandgap of the semiconductor $E_\\mathrm{gap}$. We use the following expression for the current of the diode (Shockley equation with contribution by a series resistance):\n", "\n", "$$\n", "I = I_\\mathrm{S}\\cdot\\left[ \\exp\\left(\\frac{e(V-R_\\mathrm{S}I)}{nk_\\mathrm{B}T}\\right)-1\\right]\n", "$$\n", "\n", "where the saturation current is temperature-dependent and approximately given by:\n", "\n", "$$\n", "I_\\mathrm{S} = I_0 \\cdot \\exp\\left(-\\frac{E_\\mathrm{gap}}{k_\\mathrm{B}T}\\right)\n", "$$\n", "\n", "with $V$ being the voltage applied to the diode, $T$ the temperature, $e$ the electron charge, and $k_\\mathrm{B}$ the Boltzmann constant.\n", "\n", "For further information, see for example the textbook S. M. Sze, Kwok K. Ng, Physics of Semiconductor Devices, 3rd edition, John Wiley & Sons (2007)." ] }, { "cell_type": "code", "execution_count": 126, "id": "a6383f72-2ac3-459f-a252-2f0100d54ae2", "metadata": { "tags": [] }, "outputs": [], "source": [ "# First, let's import some packages; h5py is used to access the data in the nxs file (hdf5 format)\n", "\n", "import h5py\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import linregress\n", "import scipy.constants as constants" ] }, { "cell_type": "markdown", "id": "e0bc30cc-b72c-41b3-8412-477840fa55ac", "metadata": {}, "source": [ "## Open the file and load data" ] }, { "cell_type": "code", "execution_count": 127, "id": "685659de-479a-46e6-9fa0-471fe2b920e2", "metadata": { "tags": [] }, "outputs": [], "source": [ "# This is the filename of the measurement data file as stored from NOMAD CAMELS in the current upload of NOMAD:\n", "filename = 'CAMELS_data/diode1/data.nxs'" ] }, { "cell_type": "code", "execution_count": 128, "id": "ada4b471-1d83-4755-af7f-441b6ea7d39e", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "['Hacky_Hour_2024-03-18T12:47:11.810899+01:00']" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Open the file and list all NOMAD CAMELS measurements contained in the file\n", "file = h5py.File(filename, 'r')\n", "keys = file.keys()\n", "list(keys)" ] }, { "cell_type": "code", "execution_count": 129, "id": "c41c1e7c-326e-4e35-86fa-17f0502ac414", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "['data',\n", " 'definition',\n", " 'end_time',\n", " 'experiment_description',\n", " 'instrument',\n", " 'plan_name',\n", " 'plan_type',\n", " 'process',\n", " 'protocol_overview',\n", " 'python_script',\n", " 'sample',\n", " 'scan_id',\n", " 'start_time',\n", " 'uid',\n", " 'user',\n", " 'variables']" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We select the first measurement of this list and display all the sections of data and metadata contained in the file\n", "experiment = file[list(keys)[0]]\n", "list(experiment.keys())" ] }, { "cell_type": "code", "execution_count": 130, "id": "43dcd214-cc7b-4f55-9dee-5d33898124ee", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Get all measurement data of the temperature-dependent I-V sweep\n", "dataset = experiment['data/IV_sweep']\n", "temperatures = np.unique(np.array(dataset['PID_setpoint']))\n", "data = [\n", " {\n", " 'setpoint': temp,\n", " 'temperature_avg': np.average(dataset['PID_current_value'][np.where(dataset['PID_setpoint'] == temp)]),\n", " 'voltage': np.array(dataset['SMU_mesV1'][np.where(dataset['PID_setpoint'] == temp)]),\n", " 'current': np.array(dataset['SMU_mesI1'][np.where(dataset['PID_setpoint'] == temp)]),\n", " }\n", " for temp in temperatures\n", "]" ] }, { "cell_type": "markdown", "id": "cb260123-981d-4014-a12d-fd2ffbdc7dc3", "metadata": {}, "source": [ "## Plot the measurement data" ] }, { "cell_type": "code", "execution_count": 131, "id": "20cf1ca6-ebd5-4823-b021-5b2ca603fac9", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "for i in [0, 1]:\n", " for curve in data:\n", " ax[i].plot(curve['voltage'], curve['current'] if i==0 else np.abs(curve['current']), label=str(curve['setpoint'])+' K')\n", " ax[i].set_xlabel('Voltage (V)')\n", " ax[i].set_ylabel('Current (A)')\n", " ax[i].legend()\n", "ax[0].set_title('I-V characteristics (linear plot)')\n", "ax[1].set_title('I-V characteristics (semi-logarithmic plot)')\n", "ax[1].set_yscale('log')" ] }, { "cell_type": "markdown", "id": "e25d1758-8439-464d-aef0-f94151a7525d", "metadata": {}, "source": [ "## Determine the series resistance" ] }, { "cell_type": "code", "execution_count": 132, "id": "6bf2f8e8-7809-4d0d-9574-eacfeac717f2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'I-V characteristics (only series resistance limited range)')" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine series resistance; we assume the I-V characteristics to be linear for voltages > 1.5 V\n", "\n", "fig, ax = plt.subplots()\n", "for idx, curve in enumerate(data):\n", " # only voltages > 1.5 V\n", " selection = np.where(curve['voltage'] > 1.5)\n", "\n", " # make a linear fit\n", " result = linregress(curve['voltage'][selection], curve['current'][selection])\n", "\n", " # plot the fit curve\n", " ax.plot([1.5, 2.1], result.slope * np.array([1.5, 2.1]) + result.intercept)\n", " Rs = 1 / result.slope\n", " ax.scatter(curve['voltage'][selection], curve['current'][selection], label=f\"{curve['setpoint']} K (Rs = {Rs:.1f} Ohm)\")\n", " data[idx]['series_resistance'] = Rs\n", " \n", "ax.set_xlabel('Voltage (V)')\n", "ax.set_ylabel('Current (A)')\n", "ax.legend()\n", "ax.set_title('I-V characteristics (only series resistance limited range)')" ] }, { "cell_type": "markdown", "id": "d26c814b-d183-4083-bd78-3b48948b558b", "metadata": {}, "source": [ "## Determine the ideality factor" ] }, { "cell_type": "code", "execution_count": 133, "id": "5b8ae1b4-ad07-4b32-a2b5-19b64823003e", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'I-V characteristics (forward direction, corrected for series resistance)')" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine ideality factor; for this, we use data for forward voltages below 0.8 V and correct for the series resistance\n", "\n", "fig, ax = plt.subplots()\n", "for idx, curve in enumerate(data):\n", " # select the relevant data\n", " selection = np.where(np.logical_and(curve['voltage'] > 0, curve['voltage'] < 0.8))\n", " current = curve['current'][selection]\n", " voltage = curve['voltage'][selection] - curve['series_resistance'] * current\n", "\n", " # make a linear fit (on semilog scale)\n", " result = linregress(voltage, np.log(current))\n", "\n", " # plot the results\n", " ax.plot(voltage, np.exp(result.slope * voltage + result.intercept))\n", " n = constants.e / constants.k / curve['temperature_avg'] / result.slope\n", " ax.scatter(voltage, current, label=f\"{curve['setpoint']} K (n = {n:.1f})\")\n", " data[idx]['ideality_factor'] = n\n", "\n", "ax.set_xlabel('Voltage (V)')\n", "ax.set_ylabel('Current (A)')\n", "ax.set_yscale('log')\n", "ax.legend()\n", "ax.set_title('I-V characteristics (forward direction, corrected for series resistance)')" ] }, { "cell_type": "markdown", "id": "0c7fd35a-454c-4aea-9523-afad11c0e094", "metadata": {}, "source": [ "## Determine the semiconductor bandgap of the diode" ] }, { "cell_type": "code", "execution_count": 134, "id": "1042f1c8-8117-4a38-88cf-c3962915c7ef", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(2.6, 1e-07, 'Egap = 1.12 eV')" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine the semiconductor bandgap from the temperature-dependent saturation current (taken from the reverse currents for voltages < -2 V\n", "\n", "# First, let's collect the saturation current data\n", "Is = []\n", "T = []\n", "for idx, curve in enumerate(data):\n", " data[idx]['saturation_current'] = -np.average(curve['current'][np.where(curve['voltage'] < -2)])\n", " Is.append(data[idx]['saturation_current'])\n", " T.append(curve['temperature_avg'])\n", "Is = np.array(Is)\n", "T = np.array(T)\n", "\n", "# and make a linear fit (on an Arrhenius plot, i.e. on a semilog scale vs. reciprocal temperature)\n", "result = linregress(1000 / T, np.log(Is))\n", "\n", "# plot the results\n", "fig, ax = plt.subplots()\n", "ax.scatter(1000 / T, Is)\n", "ax.plot(1000 / T, np.exp(result.slope * 1000 / T + result.intercept))\n", "ax.set_xlabel('Reciprocal temperature 1000/T (1/K)')\n", "ax.set_ylabel('Saturation current (A)')\n", "ax.set_yscale('log')\n", "ax.set_title('Arrhenius plot of the saturation current')\n", "Egap = -result.slope * constants.k / constants.e * 1000\n", "ax.text(2.6, 1e-7, f\"Egap = {Egap:.2f} eV\")" ] }, { "cell_type": "code", "execution_count": null, "id": "6ebfdf25-dc13-477d-bd02-d6f92f466883", "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": "3.10.10" } }, "nbformat": 4, "nbformat_minor": 5 }