{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Import supporting package" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import pandas as pd\n", "import numpy as np\n", "import copy\n", "\n", "import xrft\n", "import finufft\n", "\n", "from uncertainties import ufloat\n", "from uncertainties import unumpy as unp\n", "from uncertainties import umath\n", "\n", "from datetime import datetime\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['font.size'] = 18\n", "\n", "from DataContainer.ReadData import read_hdf5_file, read_hdf5_global, read_hdf5_run_time\n", "from Analyser.ImagingAnalyser import ImageAnalyser\n", "from Analyser.FitAnalyser import FitAnalyser\n", "from Analyser.FFTAnalyser import fft, ifft, fft_nutou\n", "from ToolFunction.ToolFunction import *\n", "\n", "from ToolFunction.HomeMadeXarrayFunction import errorbar, dataarray_plot_errorbar\n", "xr.plot.dataarray_plot.errorbar = errorbar\n", "xr.plot.accessor.DataArrayPlotAccessor.errorbar = dataarray_plot_errorbar\n", "\n", "imageAnalyser = ImageAnalyser()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Start a client for parallel computing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Client

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Client-ce3d6de8-f653-11ed-8a44-80e82ce2fa8e

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Connection method: Cluster objectCluster type: distributed.LocalCluster
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Cluster Info

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LocalCluster

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b4aeb775

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Status: runningUsing processes: True
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Scheduler Info

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Scheduler

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Scheduler-7292c9f7-a659-455f-b744-b366f71faa4e

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\n", " Comm: tcp://127.0.0.1:59304\n", " \n", " Workers: 6\n", "
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Workers

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Worker: 0

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\n", " Comm: tcp://127.0.0.1:59336\n", " \n", " Total threads: 4\n", "
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Worker: 1

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Worker: 2

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\n", " Nanny: tcp://127.0.0.1:59309\n", "
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Worker: 3

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Worker: 4

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Worker: 5

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" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dask.distributed import Client\n", "client = Client(n_workers=6, threads_per_worker=4, processes=True, memory_limit='10GB')\n", "client" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Set global path for experiment" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "groupList = [\n", " \"images/MOT_3D_Camera/in_situ_absorption\",\n", " \"images/ODT_1_Axis_Camera/in_situ_absorption\",\n", " \"images/ODT_2_Axis_Camera/in_situ_absorption\",\n", "]\n", "\n", "dskey = {\n", " \"images/MOT_3D_Camera/in_situ_absorption\": \"camera_0\",\n", " \"images/ODT_1_Axis_Camera/in_situ_absorption\": \"camera_1\",\n", " \"images/ODT_2_Axis_Camera/in_situ_absorption\": \"camera_2\",\n", "}\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "img_dir = '//DyLabNAS/Data/'\n", "SequenceName = \"Evaporative_Cooling\" + \"/\"\n", "folderPath = img_dir + SequenceName + \"2023/05/09\" # get_date()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Check the stability of our BEC" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The detected scaning axes and values are: \n", "\n", "{'runs': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.,\n", " 11., 12., 13., 14., 15., 16., 17., 18., 19., 20., 21.,\n", " 22., 23., 24., 25., 26., 27., 28., 29., 30., 31., 32.,\n", " 33., 34., 35., 36., 37., 38., 39., 40., 41., 42., 43.,\n", " 44., 45., 46., 47., 48., 49., 50., 51., 52., 53., 54.,\n", " 55., 56., 57., 58., 59., 60., 61., 62., 63., 64., 65.,\n", " 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76.,\n", " 77., 78., 79., 80., 81., 82., 83., 84., 85., 86., 87.,\n", " 88., 89., 90., 91., 92., 93., 94., 95., 96., 97., 98.,\n", " 99., 100., 101., 102., 103., 104., 105., 106., 107., 108., 109.,\n", " 110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120.,\n", " 121., 122., 123., 124., 125., 126., 127., 128., 129., 130., 131.,\n", " 132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142.,\n", " 143., 144., 145., 146., 147., 148., 149., 150., 151., 152., 153.,\n", " 154., 155., 156., 157., 158., 159., 160., 161., 162., 163., 164.,\n", " 165., 166., 167., 168., 169., 170., 171., 172., 173., 174., 175.,\n", " 176., 177., 178., 179., 180., 181., 182., 183., 184., 185., 186.,\n", " 187., 188., 189., 190., 191., 192., 193., 194., 195., 196., 197.,\n", " 198., 199., 200., 201., 202., 203., 204., 205., 206., 207., 208.,\n", " 209., 210., 211., 212., 213., 214., 215., 216., 217., 218., 219.,\n", " 220., 221., 222., 223., 224., 225., 226., 227., 228., 229., 230.,\n", " 231., 232., 233., 234., 235., 236., 237., 238., 239., 240., 241.,\n", " 242., 243., 244., 245., 246., 247., 248., 249., 250., 251., 252.,\n", " 253., 254., 255., 256., 257., 258., 259., 260., 261., 262., 263.,\n", " 264., 265., 266., 267., 268., 269., 270., 271., 272., 273., 274.,\n", " 275., 276., 277., 278., 279., 280., 281., 282., 283., 284., 285.,\n", " 286., 287., 288., 289., 290., 291., 292., 293., 294., 295., 296.,\n", " 297., 298., 299., 300., 301., 302., 303., 304., 305., 306., 307.,\n", " 308., 309., 310., 311., 312., 313., 314., 315., 316., 317., 318.,\n", " 319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329.,\n", " 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340.,\n", " 341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351.,\n", " 352., 353., 354., 355., 356., 357., 358., 359., 360., 361., 362.,\n", " 363., 364., 365., 366., 367., 368., 369., 370., 371., 372., 373.,\n", " 374., 375., 376., 377., 378., 379., 380., 381., 382., 383., 384.,\n", " 385., 386., 387., 388., 389., 390., 391., 392., 393., 394., 395.,\n", " 396., 397., 398., 399., 400., 401., 402., 403., 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shotNum = \"0007\"\n", "filePath = folderPath + \"/\" + shotNum + \"/*.h5\"\n", "\n", "dataSetOfGlobalDict = {\n", " dskey[groupList[i]]: read_hdf5_global(filePath, groupList[i])\n", " for i in [0]\n", "}\n", "\n", "dataSetDict = {\n", " dskey[groupList[i]]: read_hdf5_file(filePath, groupList[i], datesetOfGlobal=dataSetOfGlobalDict[dskey[groupList[i]]])\n", " for i in [0]\n", "}\n", "\n", "dataSet = dataSetDict[\"camera_0\"]\n", "\n", "print_scanAxis(dataSet)\n", "\n", "scanAxis = get_scanAxis(dataSet)\n", "\n", "dataSet = auto_rechunk(dataSet)\n", "dataSet = swap_xy(dataSet)\n", "\n", "dataSet = imageAnalyser.get_absorption_images(dataSet)\n", "\n", "imageAnalyser.center = (959, 876)\n", "imageAnalyser.span = (100, 100)\n", "imageAnalyser.fraction = (0.1, 0.1)\n", "\n", "dataSet_cropOD = imageAnalyser.crop_image(dataSet.OD)\n", "dataSet_cropOD = imageAnalyser.substract_offset(dataSet_cropOD).load()\n", "\n", "Ncount = imageAnalyser.get_Ncount(dataSet_cropOD).load()\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "Ncount.plot.errorbar(ax=ax, fmt='ob')\n", "\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "dataSet_cropOD = auto_rechunk(dataSet_cropOD)\n", "\n", "fitAnalyser = FitAnalyser(\"Two Gaussian-2D\", fitDim=2)\n", "params = fitAnalyser.guess(dataSet_cropOD, dask=\"parallelized\")\n", "fitResult = fitAnalyser.fit(dataSet_cropOD, params, dask=\"parallelized\").load()\n", "\n", "fitValue = fitAnalyser.get_fit_value(fitResult)\n", "fitStd = fitAnalyser.get_fit_std(fitResult)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "BEC_Ncount_val = fitValue['A_amplitude']\n", "BEC_Ncount_std = fitStd['A_amplitude']\n", "\n", "thermal_Ncount_val = fitValue['B_amplitude']\n", "thermal_Ncount_std = fitStd['B_amplitude']\n", "\n", "BEC_width_x_val = fitValue['A_sigmax']\n", "BEC_width_x_std = fitStd['A_sigmax']\n", "BEC_width_y_val = fitValue['A_sigmay']\n", "BEC_width_y_std = fitStd['A_sigmay']\n", "\n", "thermal_width_x_val = fitValue['B_sigmax']\n", "thermal_width_x_std = fitStd['B_sigmax']\n", "thermal_width_y_val = fitValue['B_sigmay']\n", "thermal_width_y_std = fitStd['B_sigmay']\n", "\n", "BEC_center_x_val = fitValue['A_centerx']\n", "BEC_center_x_std = fitStd['A_centerx']\n", "BEC_center_y_val = fitValue['A_centery']\n", "BEC_center_y_std = fitStd['A_centery']\n", "\n", "thermal_center_x_val = fitValue['B_centerx']\n", "thermal_center_x_std = fitStd['B_centerx']\n", "thermal_center_y_val = fitValue['B_centery']\n", "thermal_center_y_std = fitStd['B_centery']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(853.42940839)\n" ] } ], "source": [ "total_Ncount_val = BEC_Ncount_val + thermal_Ncount_val\n", "total_Ncount_std = BEC_Ncount_std + thermal_Ncount_std\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "total_Ncount_val.plot.errorbar(ax=ax, yerr=total_Ncount_std, fmt='ob')\n", "# plt.ylim([0, 1100])\n", "plt.ylabel('Ncount from fit')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()\n", "\n", "print(total_Ncount_val.mean())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "BEC_Ncount_val.plot.errorbar(ax=ax, yerr=BEC_Ncount_std, fmt='ob')\n", "plt.ylim([0, 750])\n", "plt.ylabel('Ncount of BEC part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_Ncount_val.plot.errorbar(ax=ax, yerr=thermal_Ncount_std, fmt='or')\n", "plt.ylim([0, 500])\n", "plt.ylabel('Ncount of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "BEC_width_x_val.plot.errorbar(ax=ax, yerr=BEC_width_x_std, fmt='ob')\n", "\n", "plt.ylabel('X-axis Width of BEC part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "BEC_width_y_val.plot.errorbar(ax=ax, yerr=BEC_width_y_std, fmt='ob')\n", "\n", "plt.ylabel('Y-axis Width of BEC part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_x_val.plot.errorbar(ax=ax, yerr=thermal_width_x_std, fmt='or')\n", "\n", "plt.ylabel('X-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_y_val.plot.errorbar(ax=ax, yerr=thermal_width_y_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "BEC_center_x_val.plot.errorbar(ax=ax, yerr=BEC_center_x_std, fmt='ob')\n", "\n", "plt.ylabel('X-axis center of BEC part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "BEC_center_y_val.plot.errorbar(ax=ax, yerr=BEC_center_y_std, fmt='ob')\n", "\n", "plt.ylabel('Y-axis center of BEC part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_x_val.plot.errorbar(ax=ax, yerr=thermal_center_x_std, fmt='or')\n", "\n", "plt.ylabel('X-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_y_val.plot.errorbar(ax=ax, yerr=thermal_center_y_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fitFullResult = fitAnalyser.get_fit_full_result(fitResult)\n", "condensateFraction = fitFullResult['A_amplitude'] / (fitFullResult['A_amplitude'] + fitFullResult['B_amplitude'])\n", "condensateFraction_value, condensateFraction_std = seperate_uncertainty(condensateFraction)\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "condensateFraction_value.plot.errorbar(ax=ax, yerr=condensateFraction_std, fmt='ob')\n", "\n", "plt.ylabel('Condensate Fraction')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The total Ncount is: 849.84 ± 73.69\n", "The total Ncount from fit is: 853.43 ± 66.18\n", "The Ncount of the BEC part is: 528.79 ± 65.37\n", "The Ncount of the thermal part is: 324.64 ± 35.62\n", "The x-axis width of the BEC part is: 4.06 ± 0.28\n", "The y-axis width of the BEC part is: 11.03 ± 0.36\n", "The x-axis width of the thermal part is: 15.30 ± 0.91\n", "The y-axis width of the thermal part is: 12.99 ± 0.61\n", "The x-axis center of the BEC part is: 47.44 ± 1.82\n", "The y-axis center of the BEC part is: 51.13 ± 1.83\n", "The x-axis center of the thermal part is: 49.62 ± 1.54\n", "The y-axis center of the thermal part is: 51.17 ± 1.37\n", "The condensate fraction is: 0.6180 ± 0.0464\n" ] } ], "source": [ "val = Ncount.mean().item()\n", "std = Ncount.std().item()\n", "print(f'The total Ncount is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = total_Ncount_val.mean().item()\n", "std = total_Ncount_val.std().item()\n", "print(f'The total Ncount from fit is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = BEC_Ncount_val.mean().item()\n", "std = BEC_Ncount_val.std().item()\n", "print(f'The Ncount of the BEC part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_Ncount_val.mean().item()\n", "std = thermal_Ncount_val.std().item()\n", "print(f'The Ncount of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = BEC_width_x_val.mean().item()\n", "std = BEC_width_x_val.std().item()\n", "print(f'The x-axis width of the BEC part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = BEC_width_y_val.mean().item()\n", "std = BEC_width_y_val.std().item()\n", "print(f'The y-axis width of the BEC part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_x_val.mean().item()\n", "std = thermal_width_x_val.std().item()\n", "print(f'The x-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_y_val.mean().item()\n", "std = thermal_width_y_val.std().item()\n", "print(f'The y-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = BEC_center_x_val.mean().item()\n", "std = BEC_center_x_val.std().item()\n", "print(f'The x-axis center of the BEC part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = BEC_center_y_val.mean().item()\n", "std = BEC_center_y_val.std().item()\n", "print(f'The y-axis center of the BEC part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_x_val.mean().item()\n", "std = thermal_center_x_val.std().item()\n", "print(f'The x-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_y_val.mean().item()\n", "std = thermal_center_y_val.std().item()\n", "print(f'The y-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = condensateFraction_value.mean().item()\n", "std = condensateFraction_value.std().item()\n", "print(f'The condensate fraction is: {val: .4f} \\u00B1 {std: .4f}')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Dimensions:  (runs: 550)\n",
       "Coordinates:\n",
       "  * runs     (runs) float64 0.0 1.0 2.0 3.0 4.0 ... 546.0 547.0 548.0 549.0\n",
       "Data variables:\n",
       "    runTime  (runs) datetime64[ns] 2023-05-09T14:30:03 ... 2023-05-09T15:56:53\n",
       "Attributes: (12/101)\n",
       "    TOF_free:                          0.02\n",
       "    abs_img_freq:                      110.858\n",
       "    absorption_imaging_flag:           True\n",
       "    backup_data:                       True\n",
       "    blink_off_time:                    nan\n",
       "    blink_on_time:                     nan\n",
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       "    z_offset_img:                      0.189\n",
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963.13514734, 877.87315412,\n", " 833.86614596, 826.5946265 , 735.16788438, 922.53477054,\n", " 880.6268579 , 867.12639832, 852.01398293, 828.11720597,\n", " 891.6310036 , 807.47838578, 895.25022758, 822.18630467,\n", " 943.8055441 , 845.66585589, 729.57792525, 884.88667118,\n", " 796.64506694, 855.18595889, 803.11938466, 832.46778894,\n", " 858.2150589 , 937.40605043, 853.13728532, 910.90015676,\n", " 780.99561864, 883.83375992, 804.26394636, 978.32360651,\n", " 901.75651529, 884.02352999])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2023-05-09T14:30:03 ... 2023-05-09T15:56:53" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Ncount_time = xr.DataArray(\n", " data=Ncount,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "Ncount_time" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ncount_time.plot()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 70000.0)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ncount_time_interp = Ncount_time.interp(time=pd.date_range(\"2023-05-09T14:30:03.000000000\", \"2023-05-09T15:56:53.000000000\", periods=500))\n", "da_fft = xrft.fft(Ncount_time_interp)\n", "da_fft_amp = np.abs(da_fft)\n", "# da_fft_amp.isel(freq_time=range(251,370)).plot()\n", "da_fft_amp.plot()\n", "# plt.xlim([-0.05, 0.05])\n", "plt.ylim([0, 7e4])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 70000.0)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# da_test2.isel(time=range(300)).plot()\n", "da_fft = xrft.fft(\n", " Ncount_time.isel(time=range(300)).interp(\n", " time=pd.date_range(\n", " Ncount_time.time[0].item(), Ncount_time.time[299].item(), periods=300\n", " # \"2023-05-09T14:30:03.000000000\", \"2023-05-09T15:10:06.000000000\", periods=300\n", " )\n", " )\n", ")\n", "# np.abs(da_fft).isel(freq_time=range(151,300)).plot()\n", "np.abs(da_fft).plot()\n", "# plt.xlim([0, 0.003])\n", "plt.ylim([0, 7e4])\n", "# plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analyserDataArray = Ncount\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "value = np.abs(f)\n", "value[int((N-1)/2)] = np.nan\n", "value.where(value.time_freq>0).plot()\n", "plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.xlabel('frequency (Hz)')\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = BEC_Ncount_val\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "value = np.abs(f)\n", "value[int((N-1)/2)] = np.nan\n", "value.where(value.time_freq>0).plot()\n", "plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = BEC_width_x_val\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "value = np.abs(f)\n", "value[int((N-1)/2)] = np.nan\n", "value.where(value.time_freq>0).plot()\n", "plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = thermal_width_y_val\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "np.abs(f).plot()\n", "# plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = BEC_center_y_val\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "np.abs(f).plot()\n", "# plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = thermal_center_y_val\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "np.abs(f).plot()\n", "# plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = condensateFraction_value\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 1001\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "np.abs(f).plot()\n", "# plt.xlim([0, 0.01])\n", "# plt.ylim([0, 2000])\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Close to the BEC transition point, in evaporative cooling 2 with truncation value = 0.77" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "shotNum = \"0015\"\n", "filePath = folderPath + \"/\" + shotNum + \"/*.h5\"\n", "\n", "dataSetDict = {\n", " dskey[groupList[i]]: read_hdf5_file(filePath, groupList[i])\n", " for i in [0]\n", "}\n", "\n", "dataSet = dataSetDict[\"camera_0\"]\n", "\n", "print_scanAxis(dataSet)\n", "\n", "scanAxis = get_scanAxis(dataSet)\n", "\n", "dataSet = auto_rechunk(dataSet)\n", "\n", "dataSet = imageAnalyser.get_absorption_images(dataSet)\n", "\n", "imageAnalyser.center = (879, 956)\n", "imageAnalyser.span = (200, 200)\n", "imageAnalyser.fraction = (0.1, 0.1)\n", "\n", "dataSet_cropOD = imageAnalyser.crop_image(dataSet.OD)\n", "dataSet_cropOD = imageAnalyser.substract_offset(dataSet_cropOD).load()\n", "\n", "Ncount = imageAnalyser.get_Ncount(dataSet_cropOD).load()\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "Ncount.plot.errorbar(ax=ax, fmt='ob')\n", "\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "Ncount.plot.errorbar(ax=ax, fmt='ob')\n", "plt.ylim([0, 3000])\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dataSet_cropOD = auto_rechunk(dataSet_cropOD)\n", "\n", "fitAnalyser = FitAnalyser(\"Gaussian-2D\", fitDim=2)\n", "params = fitAnalyser.guess(dataSet_cropOD, dask=\"parallelized\")\n", "fitResult = fitAnalyser.fit(dataSet_cropOD, params, dask=\"parallelized\").load()\n", "\n", "fitValue = fitAnalyser.get_fit_value(fitResult)\n", "fitStd = fitAnalyser.get_fit_std(fitResult)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "thermal_Ncount_val = fitValue['amplitude']\n", "thermal_Ncount_std = fitStd['amplitude']\n", "\n", "thermal_width_x_val = fitValue['sigmax']\n", "thermal_width_x_std = fitStd['sigmax']\n", "thermal_width_y_val = fitValue['sigmay']\n", "thermal_width_y_std = fitStd['sigmay']\n", "\n", "thermal_center_x_val = fitValue['centerx']\n", "thermal_center_x_std = fitStd['centerx']\n", "thermal_center_y_val = fitValue['centery']\n", "thermal_center_y_std = fitStd['centery']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "total_Ncount_val = thermal_Ncount_val\n", "total_Ncount_std = thermal_Ncount_std\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "total_Ncount_val.plot.errorbar(ax=ax, yerr=total_Ncount_std, fmt='ob')\n", "plt.ylim([0, 3000])\n", "plt.ylabel('Ncount from fit')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_x_val.plot.errorbar(ax=ax, yerr=thermal_width_x_std, fmt='or')\n", "\n", "plt.ylabel('X-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_y_val.plot.errorbar(ax=ax, yerr=thermal_width_y_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_x_val.plot.errorbar(ax=ax, yerr=thermal_center_x_std, fmt='or')\n", "\n", "plt.ylabel('X-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_y_val.plot.errorbar(ax=ax, yerr=thermal_center_y_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "val = Ncount.mean().item()\n", "std = Ncount.std().item()\n", "print(f'The total Ncount is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = total_Ncount_val.mean().item()\n", "std = total_Ncount_val.std().item()\n", "print(f'The total Ncount from fit is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_x_val.mean().item()\n", "std = thermal_width_x_val.std().item()\n", "print(f'The x-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_y_val.mean().item()\n", "std = thermal_width_y_val.std().item()\n", "print(f'The y-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_x_val.mean().item()\n", "std = thermal_center_x_val.std().item()\n", "print(f'The x-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_y_val.mean().item()\n", "std = thermal_center_y_val.std().item()\n", "print(f'The y-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "i=0\n", "runTime = read_hdf5_run_time(filePath, datesetOfGlobal=dataSetOfGlobalDict[dskey[groupList[i]]])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "time = runTime.runTime.to_numpy()\n", "time0 = int(time[0])\n", "time = np.array(\n", " [\n", " float(value) - time0\n", " for value in time\n", " ]\n", ")\n", "time = time / time.max() * 2 * np.pi" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = Ncount\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 701\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "value = np.abs(f)\n", "value[int((N-1)/2)] = np.nan\n", "value.where(value.time_freq>0).plot()\n", "# plt.xlim([0, 0.02])\n", "# plt.ylim([0, 2000])\n", "plt.xlabel('frequency (Hz)')\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## At the end of ODT loading" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "shotNum = \"0020\"\n", "filePath = folderPath + \"/\" + shotNum + \"/*.h5\"\n", "\n", "dataSetDict = {\n", " dskey[groupList[i]]: read_hdf5_file(filePath, groupList[i])\n", " for i in [0]\n", "}\n", "\n", "dataSet = dataSetDict[\"camera_0\"]\n", "\n", "print_scanAxis(dataSet)\n", "\n", "scanAxis = get_scanAxis(dataSet)\n", "\n", "dataSet = auto_rechunk(dataSet)\n", "\n", "dataSet = imageAnalyser.get_absorption_images(dataSet)\n", "\n", "imageAnalyser.center = (550, 800)\n", "imageAnalyser.span = (900, 1600)\n", "imageAnalyser.fraction = (0.1, 0.1)\n", "\n", "dataSet_cropOD = imageAnalyser.crop_image(dataSet.OD)\n", "dataSet_cropOD = imageAnalyser.substract_offset(dataSet_cropOD).load()\n", "\n", "Ncount = imageAnalyser.get_Ncount(dataSet_cropOD).load()\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "Ncount.plot.errorbar(ax=ax, fmt='ob')\n", "\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dataSet" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "Ncount.plot.errorbar(ax=ax, fmt='ob')\n", "plt.ylim([0, 150000])\n", "plt.ylabel('NCount')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dataSet_cropOD = dataSet_cropOD.chunk((1, 900, 1600))\n", "dataSet_cropOD" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# dataSet_cropOD = auto_rechunk(dataSet_cropOD)\n", "\n", "fitAnalyser = FitAnalyser(\"Gaussian-2D\", fitDim=2)\n", "params = fitAnalyser.guess(dataSet_cropOD, dask=\"parallelized\")\n", "fitResult = fitAnalyser.fit(dataSet_cropOD, params, dask=\"parallelized\").load()\n", "\n", "fitValue = fitAnalyser.get_fit_value(fitResult)\n", "fitStd = fitAnalyser.get_fit_std(fitResult)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "thermal_Ncount_val = fitValue['amplitude']\n", "thermal_Ncount_std = fitStd['amplitude']\n", "\n", "thermal_width_x_val = fitValue['sigmax']\n", "thermal_width_x_std = fitStd['sigmax']\n", "thermal_width_y_val = fitValue['sigmay']\n", "thermal_width_y_std = fitStd['sigmay']\n", "\n", "thermal_center_x_val = fitValue['centerx']\n", "thermal_center_x_std = fitStd['centerx']\n", "thermal_center_y_val = fitValue['centery']\n", "thermal_center_y_std = fitStd['centery']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "total_Ncount_val = thermal_Ncount_val\n", "total_Ncount_std = thermal_Ncount_std\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "total_Ncount_val.plot.errorbar(ax=ax, yerr=total_Ncount_std, fmt='ob')\n", "plt.ylim([0, 160000])\n", "plt.ylabel('Ncount from fit')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_x_val.plot.errorbar(ax=ax, yerr=thermal_width_x_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_width_y_val.plot.errorbar(ax=ax, yerr=thermal_width_y_std, fmt='or')\n", "\n", "plt.ylabel('X-axis width of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_x_val.plot.errorbar(ax=ax, yerr=thermal_center_x_std, fmt='or')\n", "\n", "plt.ylabel('Y-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "thermal_center_y_val.plot.errorbar(ax=ax, yerr=thermal_center_y_std, fmt='or')\n", "\n", "plt.ylabel('X-axis center of thermal part')\n", "plt.tight_layout()\n", "plt.grid(visible=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "val = Ncount.mean().item()\n", "std = Ncount.std().item()\n", "print(f'The total Ncount is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = total_Ncount_val.mean().item()\n", "std = total_Ncount_val.std().item()\n", "print(f'The total Ncount from fit is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_x_val.mean().item()\n", "std = thermal_width_x_val.std().item()\n", "print(f'The y-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_width_y_val.mean().item()\n", "std = thermal_width_y_val.std().item()\n", "print(f'The x-axis width of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_x_val.mean().item()\n", "std = thermal_center_x_val.std().item()\n", "print(f'The y-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')\n", "\n", "val = thermal_center_y_val.mean().item()\n", "std = thermal_center_y_val.std().item()\n", "print(f'The x-axis center of the thermal part is: {val: .2f} \\u00B1 {std: .2f}')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "i=0\n", "runTime = read_hdf5_run_time(filePath, datesetOfGlobal=dataSetOfGlobalDict[dskey[groupList[i]]])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "time = runTime.runTime.to_numpy()\n", "time0 = int(time[0])\n", "time = np.array(\n", " [\n", " float(value) - time0\n", " for value in time\n", " ]\n", ")\n", "time = time / time.max() * 2 * np.pi" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "analyserDataArray = Ncount\n", "\n", "analyserDataArray_time = xr.DataArray(\n", " data=analyserDataArray,\n", " dims=[\"time\"],\n", " coords={\n", " \"time\": runTime.runTime.to_numpy(),\n", " }\n", ")\n", "\n", "# desired number of Fourier modes (uniform outputs)\n", "N = 701\n", "\n", "# calculate the transform\n", "analyserDataArray_time_array = analyserDataArray_time.to_numpy()\n", "analyserDataArray_time_array = np.array(analyserDataArray_time_array, dtype=complex)\n", "f = xr.DataArray(\n", " data=finufft.nufft1d1(time, analyserDataArray_time_array, N),\n", " dims=['time_freq'],\n", " coords={\n", " \"time_freq\":np.linspace(-0.125/2,0.125/2,N)\n", " }\n", ")\n", "\n", "value = np.abs(f)\n", "value[int((N-1)/2)] = np.nan\n", "value.where(value.time_freq>0).plot()\n", "# plt.xlim([0, 0.02])\n", "# plt.ylim([0, 2000])\n", "plt.xlabel('frequency (Hz)')\n", "plt.show()\n", "\n", "mask = xr.DataArray(\n", " data = np.full(runTime.runTime.shape,fill_value=False, dtype=bool),\n", " dims = [\"time\"],\n", " coords = {\n", " \"time\":runTime.runTime.to_numpy()\n", " }\n", ")\n", "\n", "for i in range(len(mask)):\n", " if (int(mask.time[i]) - 1683642540000000000) % 5.4e11 > 3.6e11:\n", " mask[i] = True\n", "\n", "fig = plt.figure()\n", "ax = fig.gca()\n", "\n", "xr.where(mask, np.nan, analyserDataArray_time).plot.errorbar(fmt='ob')\n", "analyserDataArray_time.where(mask).plot.errorbar(fmt='or')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "l = list(np.arange(0.001, 0.025, 0.0005))\n", "# l = np.logspace(np.log10(100e-3), np.log10(20), num=20)\n", "\n", "l = [round(item, 7) for item in l]\n", "#random.shuffle(l)\n", "\n", "print(l)\n", "print(len(l))\n", "np.mean(l)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## ODT 1 Calibration" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "v_high = 2.7\n", "\"\"\"High Power\"\"\"\n", "P_arm1_high = 5.776 * v_high - 0.683\n", "\n", "v_mid = 0.2076\n", "\"\"\"Intermediate Power\"\"\"\n", "P_arm1_mid = 5.815 * v_mid - 0.03651\n", "\n", "v_low = 0.0587\n", "\"\"\"Low Power\"\"\"\n", "P_arm1_low = 5271 * v_low - 27.5\n", "\n", "print(round(P_arm1_high, 3))\n", "print(round(P_arm1_mid, 3))\n", "print(round(P_arm1_low, 3))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## ODT 2 Power Calibration" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "v = 0.7607\n", "P_arm2 = 2.302 * v - 0.06452\n", "print(round(P_arm2, 3))" ] } ], "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": "3.9.13" }, "vscode": { "interpreter": { "hash": "c05913ad4f24fdc6b2418069394dc5835b1981849b107c9ba6df693aafd66650" } } }, "nbformat": 4, "nbformat_minor": 2 }