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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Documentation of file formats\n",
"\n",
"In the document below, we include some documentation of the file formats generated by the SQUID practicum software, including some example plotting routines. \n",
"\n",
"For more information on what is in the files and how it is generated, you can also have a look at the source code:\n",
"\n",
"https://gitlab.tudelft.nl/python-for-applied-physics/rp-squid-python-code/-/blob/master/SQUID%20measurement%20software.md\n",
"\n",
"Below, we document the four types of files generated by the software:\n",
"\n",
"* I-V data file\n",
"* R-T data file\n",
"* phi-V data file\n",
"* PSD file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## I-V data file\n",
"\n",
"Data in file generated from: \n",
"\n",
"```\n",
"np.savetxt(outname, np.array([t,I,V]).T)\n",
"```\n",
"\n",
"The columns of the data file are:\n",
"\n",
"* **Column 0:** Sampling time of digitizer in seconds\n",
"* **Column 1:** Applied current in $\\mu$A\n",
"* **Column 2:** Measured voltage in $\\mu$V\n",
"\n",
"A recommended plot for documenting your data in a logbook:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Measured voltage $V$ ($\\\\mu$A)')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"file = \"mrsquid_V-I_2020-10-16-12_05_03.dat\"\n",
"t,i,v = np.loadtxt(file, unpack=True)\n",
"\n",
"plt.subplots(figsize=(14,4))\n",
"plt.subplot(121)\n",
"plt.plot(t,v)\n",
"plt.plot(t,i)\n",
"plt.xlabel(\"Time (s)\")\n",
"plt.ylabel(\"I, V ($\\mu$A, $\\mu$V)\")\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.subplot(122)\n",
"plt.plot(i,v)\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.axvline(0,ls=':',c='grey')\n",
"plt.xlabel(\"Applied current $I$ ($\\mu$A)\")\n",
"plt.ylabel(\"Measured voltage $V$ ($\\mu$A)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## R-T data file\n",
"\n",
"Data in file generated from:\n",
"\n",
"```\n",
"np.savetxt(outname, np.array([R,T,tm,Iavg,Iptp,Vavg,Vptp]).T)\n",
"```\n",
"\n",
"* **Column 0:** Measured resistance from IV trace in Ohms (determined from linear fit)\n",
"* **Column 1:** Measured temperature in Kelvin\n",
"* **Column 2:** Measurement time in seconds since start of trace\n",
"* **Column 3:** Averge applied current from IV trace\n",
"* **Column 4:** Peak-to-peak applied current from IV trace\n",
"* **Column 5:** Averge measured voltage from IV trace\n",
"* **Column 6:** Peak-to-peak measured current from IV trace\n",
"\n",
"A recommended plot for documenting your data in a logbook:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"file = \"mrsquid_R_vs_T_2020-10-16-12_12_00.dat\"\n",
"R,T,tm,Iavg,Iptp,Vavg,Vptp = np.loadtxt(file, unpack=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Measured Temperature (K)')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(12,10))\n",
"plt.subplot(221)\n",
"plt.plot(tm,R)\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.xlabel(\"Measurement Time $t_m$ (s)\")\n",
"plt.ylabel(\"Measured Resistance $R$ (ohms)\")\n",
"plt.subplot(222)\n",
"plt.plot(tm,T)\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.xlabel(\"Measurement Time $t_m$ (s)\")\n",
"plt.ylabel(\"Measured Temperature (K)\")\n",
"plt.subplot(223)\n",
"for name in \"Iavg\",\"Iptp\":\n",
" d = eval(name)\n",
" plt.plot(tm,d,label=name)\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.xlabel(\"Measurement Time $t_m$ (s)\")\n",
"plt.ylabel(\"Iavg,Iptp ($\\mu$A)\")\n",
"plt.legend()\n",
"plt.subplot(224)\n",
"plt.plot(T,R)\n",
"plt.ylabel(\"Measured Resistance $R$ (ohms)\")\n",
"plt.xlabel(\"Measured Temperature (K)\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# $\\Phi$-V data file\n",
"\n",
"In $\\Phi$-V mode, the magnetic flux in the loop is modulated by passing an current through the flux bias wire (\"line\").\n",
"\n",
"In practice, therefore, what is recorded is also a trace showing the measured voltage $V$ as a function of an applied current $I$. However, this applied current is passing through the flux bias line wire instead of the junctions themselves. \n",
"\n",
"The file format is therefore the same, just the meaning of the axis labels are different:\n",
"\n",
"* **Column 0:** Sampling time of digitizer in seconds\n",
"* **Column 1:** Flux bias current in $\\mu$A\n",
"* **Column 2:** Measured voltage in $\\mu$V"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Measured voltage $V$ ($\\\\mu$A)')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"file = \"mrsquid_V-Phi_2020-10-16-12_05_03.dat\"\n",
"t,i,v = np.loadtxt(file, unpack=True)\n",
"\n",
"plt.subplots(figsize=(14,4))\n",
"plt.subplot(121)\n",
"plt.plot(t,v)\n",
"plt.plot(t,i)\n",
"plt.xlabel(\"Time (s)\")\n",
"plt.ylabel(\"I, V ($\\mu$A, $\\mu$V)\")\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.subplot(122)\n",
"plt.plot(i,v)\n",
"plt.axhline(0,ls=':',c='grey')\n",
"plt.axvline(0,ls=':',c='grey')\n",
"plt.xlabel(\"Flux bias current $I$ ($\\mu$A)\")\n",
"plt.ylabel(\"Measured voltage $V$ ($\\mu$A)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PSD data file\n",
"\n",
"In spectrum analyzer mode, the software calculates the power spectral density of the the two output channels of the \n",
"\n",
"In practice, therefore, what is recorded is also a trace showing the measured voltage $V$ as a function of an applied current $I$. However, this applied current is passing through the flux bias line wire instead of the junctions themselves. \n",
"\n",
"The file format is therefore the same, just the meaning of the axis labels are different:\n",
"\n",
"* **Column 0:** Frequency in Hz\n",
"* **Column 1:** Current channel PSD $\\mu$A$^2$/Hz\n",
"* **Column 2:** Voltage channel PSD $\\mu$V$^2$/Hz"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"file = \"mrsquid_PSD_2020-10-16-11_45_41.dat\"\n",
"f,Ipsd,Vpsd = np.loadtxt(file, unpack=True)\n",
"\n",
"plt.subplots(figsize=(14,6))\n",
"plt.plot(f,Ipsd, label='Ipsd')\n",
"plt.plot(f,Vpsd, label='Vpsd')\n",
"plt.xlabel(\"Frequency (Hz)\")\n",
"plt.ylabel(\"Ipsd ($\\mu$A$^2$/Hz), Vpsd ($\\mu$V$^2$/Hz)\")\n",
"plt.legend()\n",
"plt.yscale('log')\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"jupytext": {
"formats": "ipynb,md"
},
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}