{ "cells": [ { "cell_type": "markdown", "id": "powered-overview", "metadata": {}, "source": [ "# X-ray instrument response basics\n", "\n", "This tutorial discusses the basics of the response matrices of X-ray instruments, and discusses how they can be applied to models in nDspec." ] }, { "cell_type": "code", "execution_count": 1, "id": "blessed-surfing", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "import gc\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.pylab as pl\n", "from matplotlib import cm\n", "from matplotlib.colors import TwoSlopeNorm\n", "import matplotlib.gridspec as gridspec\n", "\n", "from matplotlib import rc, rcParams\n", "rc('text',usetex=True)\n", "rc('font',**{'family':'serif','serif':['Computer Modern']})\n", "fi = 22\n", "plt.rcParams.update({'font.size': fi-5})\n", "\n", "sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath('__file__'))))\n", "from ndspec.Response import ResponseMatrix\n", "\n", "from xspec import *" ] }, { "cell_type": "markdown", "id": "specified-throw", "metadata": {}, "source": [ "## Load and visualize the instrument response\n", "\n", "An instrument response is typically stored in two files: the rmf, and the arf. The redistribution matrix, or rmf, contains information on how an instruments reconstructs the energy of a photon after detecting it. In practice, for each physical, incoming photon energy, the rmf contains a probability distribution for a photon to be assigned within an instrument ``channel''; each channel corresponds to a measured photon energy. The effective area, or arf, contains the sensitivity of an instrument as a function of photon energy, typically in units of cm$^{2}$. Sometimes, the two are combined in a single file.\n", "\n", "We will start by loading the NICER rmf from path ```filepath``` by initializing an instance of the class ```ResponseMatrix```. The NICER response is separated in rmf and arf files; the initializer recognizes this and automatically prompts the user to pass an arf file through the ```load_arf method```. If instead the full response is contained in just one file (e.g. for RXTE), the class will recognize this and not prompt the user for an additional arf file. Note that for missions when the option to separate the arf from the rmf is left to the user during reduction (e.g. NuSTAR), the prompt to load the arf may be misleading." ] }, { "cell_type": "code", "execution_count": 2, "id": "sexual-lunch", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Arf missing, please load it\n", "Arf loaded\n" ] } ], "source": [ "rmfpath = os.getcwd()+\"/data/nicer-rmf6s-teamonly-array50.rmf\"\n", "nicer_matrix = ResponseMatrix(rmfpath)\n", "arfpath = os.getcwd()+\"/data/nicer-consim135p-teamonly-array50.arf\"\n", "nicer_matrix.load_arf(arfpath)" ] }, { "cell_type": "markdown", "id": "operating-departure", "metadata": {}, "source": [ "We can now visualize the response matrix with the ```plot_response``` method. This creates a 2d plot with either channel or channel bound (in units of keV) on the x axis (using the ````plot_type```` flag), incoming photon energy on the y axis, and logarithm of instrument response on the z axis; darker colors correspond to larger instrument response. We can notice three things. \n", "\n", "First, the peak of the response is on a diagonal line, with channel bound (or channel timtes 100 for NICER) roughly equal to incoming energy at least up to 10 keV or so. For example, an incoming 6 keV photon will generally be recorded around channel 600, whose energy bounds are close to 6 keV. In other words we can roughly map channel to photon energy. This is true for most X-ray observatories; in the case of NICER specifically, the ratio is roughly 1 keV to 100 channels.\n", "\n", "Second, the bottom left of the plot where channel bound >> incoming energy is zero, while the top left is not. This means that a) a low energy photon will never be recorded in a high (energy) channel, but b) the opposite can happen. Therefore, while we can map channels to energy, this is only an approximation of how the photons are being recorded by the instrument.\n", "\n", "Third, note how the low energy, bottom part of the plot is darker than the top. This is the effect of the NICER effective area, which peaks at 3 keV or so and drops off significantly afterwards.\n", "\n", "After plotting the response, we call the Python garbage collector to clean up the memory, as this is something Jupyter can struggle with for large 2d plots." ] }, { "cell_type": "code", "execution_count": 3, "id": "orange-colon", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matteo/Software/nDspec/src/ndspec/Response.py:526: RuntimeWarning: divide by zero encountered in log10\n", " p = plt.pcolormesh(x_axis,energy_array,np.log10(self.resp_matrix),\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/matteo/Software/nDspec/src/ndspec/Response.py:526: RuntimeWarning: divide by zero encountered in log10\n", " p = plt.pcolormesh(x_axis,energy_array,np.log10(self.resp_matrix),\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "11597" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nicer_matrix.plot_response()\n", "nicer_matrix.plot_response(plot_type=\"energy\")\n", "\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "casual-drill", "metadata": {}, "source": [ "Similarly, we can visualize the NICER effective area as a function of photon energy with the ```plot_arf``` method:" ] }, { "cell_type": "code", "execution_count": 4, "id": "sudden-miniature", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nicer_matrix.plot_arf()" ] }, { "cell_type": "markdown", "id": "2963b142-3080-4fb0-adde-3dc6a9093163", "metadata": {}, "source": [ "## Define a basic model and compare with PyXspec\n", "\n", "As a starting point, let us fold a standard one-dimensional spectral model with the response we just loaded, and then compare the result with PyXspec. For the model, we will use a simple power-law with normalization unity and slope 0. To ease the comparison, the model defined here uses the same units as the Xspec/Heasoft library: photon flux multiplied by bin width dE, as a function of photon energy.\n", "\n", "After defining the model, let us convolve it with the response using nDspec. When we do so, we need to specify whether our model has already been multiplied by the bin width, as is the case for Xspec models (using the keyword ```units_in```), and whether we want the output count rate to be in units of counts/s/keV or counts/s/channel (using the keyword ```units_out```). " ] }, { "cell_type": "code", "execution_count": 5, "id": "66dd9b10-747e-4c36-8275-e50644ba30fd", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#define our powerlaw model - this is identical to the code in models.py\n", "def powerlaw(array, params):\n", " norm = params[0]\n", " slope = params[1]\n", " model = norm*np.power(array,slope)\n", " return model\n", "\n", "#define the energy bin mid points and widths, from the matrix we just loaded\n", "nicer_grid = 0.5*(nicer_matrix.energ_hi+nicer_matrix.energ_lo)\n", "nicer_bins = nicer_matrix.energ_hi-nicer_matrix.energ_lo\n", "\n", "#define the model and convolve it with the response\n", "pl_params = np.array([1.,0.])\n", "ndspec_model = powerlaw(nicer_grid,pl_params)*nicer_bins\n", "ndspec_fold = nicer_matrix.convolve_response(ndspec_model,units_in=\"xspec\",units_out=\"kev\")\n", "channel_grid = 0.5*(nicer_matrix.emax+nicer_matrix.emin)\n", "\n", "#plot the unfolded (left) and folded (right) models for comparison\n", "fig, ((ax1, ax2)) = plt.subplots(1,2,figsize=(12,4.5))\n", "ax1.plot(nicer_grid,ndspec_model/nicer_bins,lw=2)\n", "ax1.set_xscale(\"log\")\n", "ax1.set_ylim([0.95,1.05])\n", "ax1.set_xlabel(\"Energy (keV)\")\n", "ax1.set_ylabel(\"Counts/s/keV/cm$^{2}$\")\n", "\n", "ax2.plot(channel_grid,ndspec_fold,lw=2)\n", "ax2.set_xscale(\"log\")\n", "ax2.set_yscale(\"log\")\n", "ax2.set_xlabel(\"Channel bounds (keV)\")\n", "ax2.set_ylabel(\"Counts/s/keV\")\n", "ax2.set_xlim([0.1,20.])\n", "ax2.set_ylim([1,3e3])\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "c6a01025-0ebb-4bc0-9dc3-a6f56bafd76a", "metadata": {}, "source": [ "The unfolded model (on the left) behaves as we would expect - it is simply a constant across all energies. Instead, the convolved model resemles the effective area curve, except the features in it have been smoothed out. This is due to the rmf re-distributing photons away from the sharp features in the arf.\n", "\n", "Now, let us perform the same operation but in PyXspec, and compare the two to make sure they are identical. " ] }, { "cell_type": "code", "execution_count": 6, "id": "0bc4e4bf-a292-4269-99da-835d60fdf66d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xset.chatter = 0\n", "\n", "#load a sample nicer spectrum - this is necessary to set the energy grids in PyXspec\n", "placeholder = Spectrum(os.getcwd()+\"/data/nicer_unbinned.pha\")\n", "placeholder.response = os.getcwd()+\"/data/nicer-rmf6s-teamonly-array50.rmf\"\n", "placeholder.response.arf = os.getcwd()+\"/data/nicer-consim135p-teamonly-array50.arf\"\n", "\n", "#define our model\n", "m1 = Model(\"powerlaw\")\n", "m1.powerlaw.PhoIndex = 0. \n", "m1.powerlaw.norm = 1.\n", "\n", "#initialize our plot of the folded spectrum, and compare it with the nDspec model\n", "Plot.xAxis = \"kev\"\n", "Plot(\"ldata\")\n", "modVals = Plot.model() \n", "chans = Plot.x()\n", "\n", "fig, (ax1) = plt.subplots(1,1,figsize=(6,4.5))\n", "\n", "ax1.plot(channel_grid,ndspec_fold,label='ndspec',lw=2)\n", "ax1.plot(chans,modVals,label='xspec',ls='--',lw=2)\n", "ax1.set_xscale(\"log\")\n", "ax1.set_yscale(\"log\")\n", "ax1.set_xlabel(\"Channel bounds (keV)\")\n", "ax1.set_ylabel(\"Counts/s/keV\")\n", "ax1.legend(loc='lower left')\n", "ax1.set_xlim([0.1,20.])\n", "ax1.set_ylim([1,3e3])\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "personal-wagner", "metadata": {}, "source": [ "## Define and visualize a multi-dimensional model\n", "\n", "Next, let us define a time-dependent model that one might use for a reverberation signal: the impulse response function of a gaussian line following a fast rise, exponential decay becoming narrower over the decay. \n", "\n", "Like one-dimensional models, our impulse response is defined in \"energy space\": the model provides photon count rate against time and (incoming) photon energy, i.e., the y-axis when we plot a response, but the data we work with is always in count rate per channel, ie, the x-axis. \n", "\n", "In order to actually compute the model, we need to assume a grid of energies and one of times. For times, let us just take 250 bins between 0.1 and 400 timescales in our putative system (say, the gravitational time t=R\\_g/c). \n", "\n", "For the energy grid we have to be more careful, as this needs to be identical to the grid over which the response is binned - the y-axis in the plots above. Therefore, we will need to use the same array as our powerlaw - the mid point of the ```energ_lo``` and ```energ_hi``` arrays defined in the response. We will assume a centroid line energy of 6 keV, an initial width of 2.5 keV, and rise and decay timescales of 10 and 60 R\\_g/c:" ] }, { "cell_type": "code", "execution_count": 7, "id": "wireless-oliver", "metadata": {}, "outputs": [], "source": [ "#define our model functions:\n", "def gaussian(array, params):\n", " center = params[0]\n", " width = params[1]\n", " norm = np.multiply(np.sqrt(2.0*np.pi),width)\n", " shape = np.exp(-np.power((array - center)/width,2.0)/2)\n", " line = shape/norm \n", " return line\n", "\n", "def powerlaw(array, params):\n", " norm = params[0]\n", " slope = params[1]\n", " model = norm*np.power(array,slope)\n", " return model\n", "\n", "def gauss_fred(array1,array2,params):\n", " times = array1\n", " energy = array2\n", " norm = params[0]\n", " width = params[1]\n", " center = params[2]\n", " rise_t = params[3]\n", " decay_t = params[4]\n", " decay_w = params[5]\n", " sigma = width*powerlaw(times,np.array([1.,decay_w]))\n", " fred_profile = np.exp(np.nan_to_num(-rise_t/times)-np.nan_to_num(times/decay_t))\n", " fred_pulse = np.zeros((len(energy),len(times)))\n", " line_profile = np.zeros(len(energy))\n", " pulse_profile = np.zeros(len(times))\n", " for i in range(len(times)):\n", " fred_pulse[:,i] = gaussian(energy,np.array([center,sigma[i]]))*fred_profile[i] \n", " line_profile = np.sum(fred_pulse,axis=1)\n", " pulse_profile = np.sum(fred_pulse,axis=0)\n", " return fred_pulse, line_profile, pulse_profile\n", "\n", "#define a time grid and evaulaute the model defined earlier\n", "time_res = 250\n", "time_array = np.linspace(0.1,400,time_res)\n", "\n", "#this time, we do not multiply by the bin width because it makes visualizing the 2d model a bit easier\n", "impulse_test, line_profile, pulse_profile = gauss_fred(time_array,nicer_grid,[1.,2.5,6.0,10,60,-0.25])" ] }, { "cell_type": "markdown", "id": "british-porcelain", "metadata": {}, "source": [ "## Visualize the model\n", "\n", "Now let us make a similar 2d plot as above to visualize our model. We can also project the model in either the time direction (to obtain the time-averaged spectrum) or in the energy direction (to obtain the lightcurve). The code below is analogous to the function ```plot_2d``` defined in models.py." ] }, { "cell_type": "code", "execution_count": 8, "id": "governmental-halloween", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "15" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colorscale = pl.cm.PuRd(np.linspace(0.,1.,5))\n", "\n", "fig = plt.figure(figsize=(9.,7.5))\n", "\n", "gs = gridspec.GridSpec(200,200) \n", "gs.update(wspace=0,hspace=0)\n", "ax = plt.subplot(gs[:-50,:-50])\n", "side = plt.subplot(gs[:-50,-50:200])\n", "below = plt.subplot(gs[-50:200,:-50])\n", "\n", "c = ax.pcolormesh(time_array,nicer_grid,impulse_test,cmap=\"PuRd\",\n", " shading='auto',linewidth=0,rasterized=True)\n", "ax.set_xticklabels([])\n", "ax.set_ylim([0.1,10.5])\n", "ax.set_xlim([0,400])\n", "ax.set_ylabel(\"Energy (keV)\",fontsize=18)\n", "ax.xaxis.set_visible(False)\n", "\n", "below.semilogy(time_array,pulse_profile,linewidth=2.5,color=colorscale[3])\n", "below.set_xlabel(\"Time ($\\\\rm{R_g}/c$)\",fontsize=18)\n", "below.set_ylabel(\"Response\",fontsize=18)\n", "below.set_ylim([1e-1,3e2])\n", "below.set_xlim([0,400])\n", "\n", "side.plot(line_profile,nicer_grid,linewidth=2.5,color=colorscale[3])\n", "side.invert_xaxis()\n", "side.yaxis.tick_right()\n", "side.yaxis.set_label_position('right')\n", "side.yaxis.set_ticks_position('both')\n", "side.set_yticklabels([], minor=False)\n", "side.set_xlabel(\"Line profile \\n (arb. units)\",fontsize=18)\n", "side.set_ylim([0.1,10.5])\n", "\n", "fig.colorbar(c, ax=side)\n", "\n", "ax.set_title(\"Energy space model\")\n", "\n", "plt.show()\n", "\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "sixth-relationship", "metadata": {}, "source": [ "## Convolve the 2d model with the instrument response\n", "\n", "We can now obtain a \"detector space\", two-dimensional model in identical fashion to the one-dimensional case - we simply convolve instrument response we have loaded with the model we have calculated with the ```convolve_response``` method. Note that while we can compare one-dimensional models to Xspec, we can not do so with more a more generic mode.\n", "\n", "Regardless, it is this convolved model that is appropriate for comparison with the data. Note that if we could map photon energy to channels this step could be avoided - mathematically, this corresponds to a diagonal response matrix, with elements equal to only 0 or 1. All we would need to do is factor in the instrument effective area. This is typically the case for lower wavelength (e.g optical or infrared) data, and is nominally supported in nDspec through the ````diagonal_matrix```` method of a ````ResponseMatrix```` object. " ] }, { "cell_type": "code", "execution_count": 9, "id": "blessed-anime", "metadata": {}, "outputs": [], "source": [ "convolved_model = nicer_matrix.convolve_response(impulse_test,units_in='rate')" ] }, { "cell_type": "markdown", "id": "major-ballot", "metadata": {}, "source": [ "Let us plot our model again, but this time in \"detector space\" after the convolution. We can note two important things.\n", "\n", "First, the peak of the line is at channels < 600, even though the Gaussian centroid we provided is at 6 keV and for NICER we expect channels to roughly map 1:100 to photon energies. This is caused by the telescope effective area, which drops as energy increases. Therefore, the model normalization at channel 600 will be lower than, say, at channel 550. \n", "\n", "Second, some small features that appear between channels 100 and 250. These are prooduce by instrumental features in the redistribution matrix and effective area we plotted above." ] }, { "cell_type": "code", "execution_count": 10, "id": "coastal-workplace", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "14720" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#plot the model again to visualize it:\n", "convolved_line_profile = np.sum(convolved_model,axis=1)\n", "\n", "colorscale = pl.cm.PuRd(np.linspace(0.,1.,5))\n", "\n", "fig = plt.figure(figsize=(9.,7.5))\n", "\n", "gs = gridspec.GridSpec(200,200) \n", "gs.update(wspace=0,hspace=0)\n", "ax = plt.subplot(gs[:-50,:-50])\n", "side = plt.subplot(gs[:-50,-50:200])\n", "below = plt.subplot(gs[-50:200,:-50])\n", "\n", "c = ax.pcolormesh(time_array,nicer_matrix.chans,convolved_model,cmap=\"PuRd\",\n", " shading='auto',linewidth=0,rasterized=True)\n", "\n", "ax.set_xticklabels([])\n", "ax.set_xlim([0,400.])\n", "ax.xaxis.set_visible(False)\n", "ax.set_ylabel(\"Channel\",fontsize=18)\n", "\n", "below.semilogy(time_array,pulse_profile,linewidth=2.5,color=colorscale[3])\n", "below.set_xlabel(\"Time ($\\\\rm{R_g}/c$)\",fontsize=18)\n", "below.set_ylabel(\"Response\",fontsize=18)\n", "below.set_xlim([0,400.])\n", "below.set_ylim([1e-1,3e2])\n", "\n", "side.plot(convolved_line_profile,nicer_matrix.chans,linewidth=2.5,color=colorscale[3])\n", "side.invert_xaxis()\n", "side.yaxis.tick_right()\n", "side.yaxis.set_label_position('right')\n", "side.yaxis.set_ticks_position('both')\n", "side.set_yticklabels([], minor=False)\n", "side.set_xlabel(\"Line profile \\n (arb. units)\",fontsize=18)\n", "side.set_xscale(\"log\")\n", "side.set_xlim([1e4,1])\n", "\n", "fig.colorbar(c, ax=side)\n", "\n", "ax.set_title(\"Detector space model\")\n", "\n", "plt.show()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "contemporary-focus", "metadata": {}, "source": [ "## Benchmark the convolution\n", "\n", "Finally, let us compare the difference in performance between convolving a one- and two- dimensional model with the instrument response:" ] }, { "cell_type": "code", "execution_count": 11, "id": "extraordinary-coffee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "One-d convolution runtime:\n", "9.94 ms ± 692 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", "Two-d convolution runtime:\n", "34.3 ms ± 5.88 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "from timeit import Timer\n", "\n", "print(\"One-d convolution runtime:\")\n", "%timeit nicer_matrix.convolve_response(ndspec_model,units_in=\"xspec\",units_out=\"kev\")\n", "\n", "print(\"Two-d convolution runtime:\")\n", "%timeit nicer_matrix.convolve_response(impulse_test,units_in='rate')" ] }, { "cell_type": "markdown", "id": "1a401a50-97fa-4484-8f8e-2f0f36143938", "metadata": {}, "source": [ "Note that the two-d model convolution is un-surprisingly somewhat slower - this is because we have to perform the same one-dimensional operation once for each time bin. Thanks to the optimizations within Numpy, the end result is not as long as running 250 individual convolutions, but for complex spectral timing models it could still be long enough to complicate model fitting and inference. " ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }