{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to perform spectral component separation?" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial you will learn how to use spectral component separation to disentangle the morphological properties of overlapping sources.\n", "\n", "As usual we start by importing the gammalib, ctools, and cscripts Python modules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import gammalib\n", "import ctools\n", "import cscripts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also import the matplotlib package for plotting." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulated dataset\n", "\n", "For the tutorial we will simulate a small CTA dataset. We start by defining the Instrument Response Functions and energy range that will be used all along." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "caldb = 'prod2'\n", "irf = 'South_5h'\n", "emin = 0.1 # TeV\n", "emax = 160.0 # TeV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will simulate an observation of the region around the famous sources HESS J1825-137 and HESS J1826-130 based on a very simple sky model. We will consider two pointings of a few hours wobbling around the sources' position.\n", "\n", "We start by writing the pointing directions and times to an ASCII file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pointing_file = 'pointings.txt'\n", "\n", "# open file\n", "f = open(pointing_file, 'w')\n", "# header\n", "f.write('id,ra,dec,tmin,tmax\\n')\n", "# pointings\n", "f.write('0001,275.65,-13.78,0.,10800.\\n')\n", "f.write('0002,277.25,-13.78,11000.,21800.\\n')\n", "\n", "# close file\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use the csobsdef script to convert the list of pointings into an observation definition XML file." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "obsdef = cscripts.csobsdef()\n", "obsdef['inpnt'] = pointing_file\n", "obsdef['caldb'] = caldb\n", "obsdef['irf'] = irf\n", "obsdef['emin'] = emin\n", "obsdef['emax'] = emax\n", "obsdef['rad'] = 5.\n", "obsdef.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we use ctobssim to perform the observation simulation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "obssim = ctools.ctobssim(obsdef.obs())\n", "obssim['inmodel'] = '$CTOOLS/share/models/hess1825_26.xml'\n", "\n", "obssim.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Skymap inspection and preliminary likelihood fit\n", "\n", "*This section showcases a possible path to get to perform a spectral component separation. If you are here because you have an application in which you know the spectrum of your sources of interest, and you want just to learn how to perform the spectral component separation, please jump to the next section.*\n", "\n", "As usual a great way to inspect the data is making a skymap using ctskymap." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "skymap = ctools.ctskymap(obssim.obs())\n", "skymap['emin'] = emin\n", "skymap['emax'] = emax\n", "skymap['nxpix'] = 200\n", "skymap['nypix'] = 200\n", "skymap['binsz'] = 0.02\n", "skymap['proj'] = 'TAN'\n", "skymap['coordsys'] = 'CEL'\n", "skymap['xref'] = 276.45\n", "skymap['yref'] = -13.78\n", "skymap['bkgsubtract'] = 'NONE'\n", "skymap.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we inspect the skymap by using matpltolib." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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