{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FLASH: example GMD correlation \n", "* commissioning shift at CAMP@FLASH1\n", "* GMD ion signal - slow signal -> 1 value per pulse train\n", "* GMD electron signal - fast signal -> 1 value per pulse (e.g. 400 pulses per train)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from scipy.stats import kde\n", "\n", "plt.rcParams.update({'font.size': 20})\n", "plt.rcParams['figure.figsize'] = (16, 8)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/asap3/fs-flash-o/gpfs/camp/2019/data/11007673/raw/hdf/by-run/FLASH1_USER1-run28496.h5\n" ] } ], "source": [ "run_number = 28496\n", "\n", "data_dir = '/asap3/fs-flash-o/gpfs/camp/2019/data/11007673/raw/hdf/by-run/'\n", "hdf_filename = 'FLASH1_USER1-run'+str(run_number)+'.h5'\n", "\n", "gmd_ion_bda_addr = '/FL1/Photon Diagnostic/GMD/Average energy/energy BDA (raw)'\n", "gmd_ion_tunnel_addr = '/FL1/Photon Diagnostic/GMD/Average energy/energy tunnel (raw)'\n", "gmd_electron_bda_addr = '/FL1/Photon Diagnostic/GMD/Pulse resolved energy/energy BDA (raw)'\n", "gmd_electron_tunnel_addr = '/FL1/Photon Diagnostic/GMD/Pulse resolved energy/energy tunnel (raw)'\n", "\n", "print(data_dir+hdf_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read from hdf5 file " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "with h5py.File(data_dir+hdf_filename,'r') as hdf_file:\n", " gmd_ion_bda = hdf_file[gmd_ion_bda_addr][()]\n", " gmd_ion_tunnel = hdf_file[gmd_ion_tunnel_addr][()]\n", " gmd_electron_bda = hdf_file[gmd_electron_bda_addr][()]\n", " gmd_electron_tunnel = hdf_file[gmd_electron_tunnel_addr][()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.plot(gmd_ion_tunnel, label = 'tunnel')\n", "plt.plot(gmd_ion_bda, label = 'BDA', lw = 3)\n", "plt.xlabel('train')\n", "plt.ylabel('energy [mu J]')\n", "plt.legend()\n", "plt.title('GMD ion signal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GMD tunnel: electron signal:\n", "total number: 13200\n", "number of values smaller than Zero: 5714\n", "number of NaNs: 5\n" ] } ], "source": [ "fig = plt.figure()\n", "plt.plot(gmd_electron_tunnel, label = 'tunnel')\n", "plt.plot(gmd_electron_bda, label = 'BDA')\n", "plt.xlabel('train')\n", "plt.ylabel('energy [mu J]')\n", "plt.legend()\n", "plt.title('GMD electron signal')\n", "plt.show()\n", "\n", "print('GMD tunnel: electron signal:')\n", "print('total number: ',len(gmd_electron_tunnel))\n", "print('number of values smaller than Zero: ',len(gmd_electron_tunnel[gmd_electron_tunnel<0]))\n", "print('number of NaNs: ', np.sum(np.isnan(gmd_electron_tunnel)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### negative values for pulse resolved GMD values in tunnel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## distribution of pulse resolved GMD values" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.hist(gmd_electron_bda,100, density= True, facecolor = 'b', alpha=0.75, label = 'bda')\n", "plt.hist(gmd_electron_tunnel,100, density= True, facecolor = 'r', alpha=0.75, label = 'tunnel')\n", "plt.xlabel('engery [mu J]')\n", "plt.ylabel('quantity')\n", "plt.title('distribution of pulse resolved (electron) BDA GMD values')\n", "plt.axis([-200, 200, 0, 0.04])\n", "plt.legend()\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### using BDA GMD as the tunnel GMD did not have enough gas pressure " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# GMD Correlations\n", "* not useful in this case " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def calc_density_of_correlation(array_x, array_y, nbins = 300): \n", " x = np.asarray([array_x[index] for index in range(len(array_x)) if array_x[index] == array_x[index] and array_y[index] == array_y[index]])\n", " y = np.asarray([array_y[index] for index in range(len(array_y)) if array_x[index] == array_x[index] and array_y[index] == array_y[index]])\n", " k = kde.gaussian_kde([x,y])\n", " xi, yi = np.mgrid[x.min():x.max():nbins*1j, y.min():y.max():nbins*1j]\n", " zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n", " return xi, yi, zi.reshape(xi.shape) \n", "\n", "def plot_density_of_correlation(array_x, array_y, nbins = 300):\n", " x, y, z = calc_density_of_correlation(array_x, array_y, nbins = 300)\n", " plt.pcolormesh(x,y,z)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "plot_density_of_correlation(gmd_ion_tunnel.flatten(), gmd_ion_bda.flatten())\n", "plt.xlabel('tunnel [mu J]')\n", "plt.ylabel('BDA [mu J]')\n", "plt.title('GMD ion signal - correlation')\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "plot_density_of_correlation(gmd_electron_tunnel.flatten(), gmd_electron_bda.flatten())\n", "plt.xlabel('tunnel [mu J]')\n", "plt.ylabel('BDA [mu J]')\n", "plt.title('GMD electron signal - correlation');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare: electron & ion GMD signal\n", "* use 1st order Bessel filter for electron signal \n", "* compensate for hardware delay (Keyleigh) by shifting in time " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def bessel_filter(input_array):\n", " a0 = 0.00500145\n", " a1 = a0\n", " b1 = 1 - a0 - a1 \n", " output_list = [input_array[0]]\n", " for i in range(1,len(input_array)):\n", " output_list.append(a0 * input_array[i]+a1*input_array[i-1]+b1*output_list[i-1])\n", " return np.asarray(output_list)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered_electron_gmd_bda = bessel_filter(np.nan_to_num(gmd_electron_bda))\n", "\n", "shift = -34\n", "shifted_gmd_ion_bda =np.roll(gmd_ion_bda, shift)\n", "\n", "plt.figure(figsize=(16,24))\n", "plt.subplot(311)\n", "plt.plot(gmd_ion_bda, label = 'ion signal')\n", "plt.plot(filtered_electron_gmd_bda, label = 'electron signal after filter')\n", "plt.xlabel('train')\n", "plt.ylabel('energy [mu J]')\n", "plt.title('Ion & filtered Electron Signal')\n", "\n", "plt.subplot(312)\n", "plt.plot(gmd_ion_bda, label = 'ion signal')\n", "plt.plot(filtered_electron_gmd_bda, label = 'electron signal after filter')\n", "plt.plot(shifted_gmd_ion_bda, label = 'shifted ion signal')\n", "plt.xlabel('train')\n", "plt.ylabel('energy [mu J]')\n", "plt.legend()\n", "plt.xlim(1000,2000)\n", "plt.title('Zooming In');" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plot_density_of_correlation(shifted_gmd_ion_bda.flatten(), filtered_electron_gmd_bda.flatten())\n", "plt.xlabel('shifted Ion Signal')\n", "plt.ylabel('filtered Electron Signal')\n", "plt.title('filtered Electron Signal vs shifted Ion Signal');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }