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@jzuhone
Created February 24, 2021 17:41
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import acispy\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"ds = acispy.EngArchiveData(\"2019:035:00:00:00\", \"2021:035:00:00:00\", [\"fptemp_11\", \"1crat\"], stat='5min', \n",
" interpolate=\"nearest\") "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"func = lambda ds: ds[\"fptemp_11\"]-ds[\"1crat\"]\n",
"ds.add_derived_field(\"msids\", \"diff\", func, \"degC\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FPTEMP_11 - 1CRAT vs. FPTEMP_11 for the past two years"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 864x864 with 2 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pp = acispy.PhaseHistogramPlot(ds, (\"msids\", \"fptemp_11\"), (\"msids\", \"diff\"), 100, 100, scale='log')\n",
"pp.set_ylabel(\"FPTEMP_11 - 1CRAT ($^\\circ$C)\")\n",
"pp.add_hline(0.0, ls='--')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Proposal\n",
"\n",
"The goal is to keep the FP below -80.0 C. \n",
" \n",
"The above plot shows that the FP is typically 6-8 degrees warmer than the cold radiator. \n",
"\n",
"Set:\n",
"\n",
"* Yellow High limit for the cold radiator such that the FP is still below -80 C \n",
"* Red High limit for the cold radiator when the FP would be at -80 C. \n",
"\n",
"Raw values and calibrated values for the cold radiator, one bit is about 2.45 degrees in this range:\n",
"\n",
"1CR[AB]T\n",
"\n",
"| raw | T(C) |\n",
"| --- | ---- |\n",
"| 61 | -96.62 |\n",
"| 62 | -94.19 |\n",
"| 63 | -91.76 |\n",
"| 64 | -89.32 |\n",
"| 65 | -86.89 |\n",
"| 66 | -84.45 |\n",
"| 67 | -82.00 |\n",
"| 68 | -79.56 |\n",
"\n",
"Current Limit Values for 1CR[AB]T:\n",
"\n",
"* Red High Limit: -80 C. \n",
"* Yellow High Limit: -90 C \n",
"\n",
"Given the above plot, use 10 C as a margin. To keep the FP below -80 C:\n",
"\n",
"Proposed Limit Values for 1CR[AB]T:\n",
"\n",
"* Red High Limit: -90 C\n",
"* Yellow High Limit: -95 C (two bit flips away)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"pp.savefig(\"diff_fptemp_1crat.png\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"bad = ds[\"diff\"].value < 0.0\n",
"bad = np.concatenate(([False], bad, [False]))\n",
"changes = np.flatnonzero(bad[1:] != bad[:-1]).reshape(-1, 2).astype('int')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Times when 1CRAT > FPTEMP_11"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for change in changes:\n",
" dp = acispy.CustomDatePlot(ds[\"fptemp_11\"].times[change[0]-10:change[1]+10], ds[\"fptemp_11\"][change[0]-10:change[1]+10], label=\"FPTEMP_11\")\n",
" acispy.CustomDatePlot(ds[\"1crat\"].times[change[0]-10:change[1]+10], ds[\"1crat\"][change[0]-10:change[1]+10], plot=dp, label=\"1CRAT\")\n",
" dp.set_legend()\n",
" dp.set_ylabel(\"Temperature ($^\\circ$C)\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"bad = ds[\"diff\"].value >= 10.0\n",
"bad = np.concatenate(([False], bad, [False]))\n",
"changes = np.flatnonzero(bad[1:] != bad[:-1]).reshape(-1, 2).astype('int')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Times when FPTEMP_11 - 1CRAT > 10"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for change in changes[-5:]:\n",
" dp = acispy.CustomDatePlot(ds[\"fptemp_11\"].times[change[0]-50:change[1]+50], ds[\"fptemp_11\"][change[0]-50:change[1]+50], label=\"FPTEMP_11\")\n",
" acispy.CustomDatePlot(ds[\"1crat\"].times[change[0]-50:change[1]+50], ds[\"1crat\"][change[0]-50:change[1]+50], plot=dp, label=\"1CRAT\")\n",
" dp.set_legend()\n",
" dp.set_ylabel(\"Temperature ($^\\circ$C)\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8.3 64-bit ('ska': conda)",
"metadata": {
"interpreter": {
"hash": "4dab23b33ae9017c9da1c25895bb849b5072667569400c5060cd892a599c422b"
}
},
"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": "3.8.3"
},
"orig_nbformat": 2
},
"nbformat": 4,
"nbformat_minor": 2
}
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