{ "cells": [ { "cell_type": "markdown", "id": "a42ad384-1362-4a57-841e-cc28764e25fe", "metadata": {}, "source": [ "# Spectral timing products\n", "\n", "This tutorial shows how nDspec handles standard spectral-timing products. It assumes some a-priori knowledge of accreting black holes and their X-ray spectra. " ] }, { "cell_type": "code", "execution_count": 1, "id": "101a16a0-314f-4bab-a6bb-6c3b10f28b16", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "import gc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pyfftw.interfaces.numpy_fft import (\n", " fftfreq,\n", ")\n", "from astropy.io import fits\n", "\n", "sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath('__file__'))))\n", "\n", "from ndspec.Response import ResponseMatrix\n", "from ndspec.Timing import PowerSpectrum, CrossSpectrum\n", "import ndspec.models as models" ] }, { "cell_type": "markdown", "id": "c4c9e3bd-a355-4db2-908e-78b646a8df98", "metadata": {}, "source": [ "## Defining a power spectrum from a model time series\n", "\n", "In nDspec, the power spectrum is handled by a dedicated class, ````PowerSpectrum````. This class requires an array of times (over which our model will be defined) to be instantiated. By default, the class constructor will them compute and store the corresponding array of (positive) Fourier frequencies ````freqs````. After instantiation, users can pass a time domain model array through the ````compute_psd```` method to calculate the power spectrum of that signal. This power spectrum is stored in the ````power_spec```` attribute.\n", "\n", "In this example, our model is a sin function with a period of 2 Hz. Mathematically, the PSD of a sin wave is a delta function peaking at the frequency of the sin wave. We can plot the power spectrum stored in ````power_spec```` with the ````plot_psd```` method - note that our plot does not quite resemble a delta function! This is because nDspec utilizes a Fast Fourier transform, which is known to add windowing effects to the power spectrum. These effects \"leak\" some of the power across many frequencies." ] }, { "cell_type": "code", "execution_count": 2, "id": "4db64e29-5e4a-4b3f-9ef3-11ccea441dd5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/matplotlib/cbook/__init__.py:1298: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return np.asarray(x, float)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "6842" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#let us define a grid of 500 time bins, from 0 to 10.\n", "time_res = 500\n", "times = np.linspace(0,10,time_res)\n", "time_bin = np.diff(times)[0]\n", "\n", "#from the time grid we just defined, let us define a sinusoidal wave at a \n", "#frequency of 2Hz\n", "sin_signal = np.sin(2.*np.pi*times/0.5)\n", "\n", "#finally, let us initialize our PowerSpectrum object, compute the PSD of our sin \n", "#wave, and plot the result.\n", "sin_psd = PowerSpectrum(times)\n", "sin_psd.compute_psd(sin_signal)\n", "sin_psd.plot_psd()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "e12bd579-32e3-4fc4-be32-8732b17ee48e", "metadata": {}, "source": [ "## Defining a power spectrum model in the Fourier domain\n", "\n", "It is common for models to be defined in the Fourier, rather than time, domain. In this example we will build such a model, inspired by those used for studying accreting black holes.\n", "\n", "First, we need to define a longer array of times, since accreting sources display variability over a wide array of timescales. We then define our model as a sum of two Lorentzian functions, using the ````lorentz```` function from ````nDspec.models````. The first argument of each Lorentzian is the Fourier frequency grid over which the function is defined - in this case, it will be the ````freqs```` attribute stored in the ````psd_model_fft```` ````PowerSpectrum```` object. The second argument is an array of parameters for each Lorentzian - in order, the centroid frequency, Q factor, and rms normalization. We can then assign the sum of the two Lorentzians direcetly to the ````power_spec```` method and plot the result. Because the model is defined in Fourier space, there is no need to call the ````compute_psd```` method to Fourier transform the input." ] }, { "cell_type": "code", "execution_count": 3, "id": "66a955d6-a428-42d2-8973-aa937ab28861", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "9967" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Define our time grid and power spectrum object\n", "time_res_fft = 2500+1\n", "times_fft = np.linspace(0.1,1.e3,time_res_fft)\n", "psd_model_fft = PowerSpectrum(times_fft)\n", "\n", "#Define our model for the power spectrum directly in Fourier space, as a sum of \n", "#two Lorentzians\n", "centroid_1 = 0.0075\n", "q_1 = 0.1\n", "rms_1 = 0.1\n", "centroid_2 = 0.05\n", "q_2 = 0.1\n", "rms_2 = 0.1\n", "lorentz_fft = models.lorentz(psd_model_fft.freqs,np.array([centroid_1,q_1,rms_1])) + \\\n", " models.lorentz(psd_model_fft.freqs,np.array([centroid_2,q_2,rms_2])) \n", "\n", "#Assign the model array to power_spec and plot the result\n", "psd_model_fft.power_spec = lorentz_fft\n", "psd_model_fft.plot_psd()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "89294dae-0fb2-4646-800b-0f91ce05842b", "metadata": {}, "source": [ "## Setting up a 2d model for a cross spectrum\n", "\n", "The cross spectrum in nDspec is handled similarly to the power spectrum, except users also need to specify a grid of energies over which to define a ````CrossSpectrum```` object. \n", "\n", "This example uses the NICER response function to define the energy grid, and shows how to derive standard spectral timing products for an input phenomenological model. First, we read the NICER response using ````astropy```` and initialize the energy grid array ````nicer_en```` at the mid point of each bin in the response. Then, we set up our ````CrossSpectrum```` object by using this energy array together with the same array of times ````times_fft```` as the previous example. \n", "\n", "We now need to initialize three quantites to calculate our cross spectrum. First, we need to store a model in our object. In this example, our model is a pivoting power-law identical to that of the _reltrans_ model (see Mastroserio et al. 2019, Ingram et al. 2019, Mastroserio et al. 2021). In nDspec this model component is included in ````nDspec.models```` and is called ````pivoting_pl````; it is defined in Fourier space as a (complex) transfer function, as a function of energy and Fourier frequency. \n", "\n", "We can initialize this model by passing an array for the Fourier frequencies, one for the energy grid, and one contaiing the actual model parameters. Since this is a model for the transfer function, once the model is initialized it should be stored in our ````CrossSpectrum```` with the ````set_transfer```` method. For more details about a pivoting power-law model, or transfer functions, we recommend users read the papers mentioned above.\n", "\n", "Second, we need to assume some shape for the underlying power spectrum that is modulated by our energy-dependent transfer function. For this example, we will utilize the power spectrum defined in the previous section, so we retrieve that array with the ````power_spec```` method of the ````PowerSpectrum```` object and pass it to our new CrossSpectrum object with ````set_psd_weights````.\n", "\n", "Finally, we need to set a reference band to compare each energy bin to. For this we will use the entire NICER band, so we pass the first and last elements of the ````nicer_en```` array to our object through the ````set_reference_energy```` method. \n", "\n", "We are now ready to calculate and visualize our model cross spectrum." ] }, { "cell_type": "code", "execution_count": 4, "id": "da203933-bc34-415b-bcb5-a8ed89e8ec67", "metadata": {}, "outputs": [], "source": [ "#read the NICER response to set up an identical energy array\n", "NICER_rmf = os.getcwd()+\"/data/nicer-rmf6s-teamonly-array50.rmf\"\n", "response = fits.open(NICER_rmf)\n", "# get all the extension names\n", "extnames = np.array([h.name for h in response])\n", "if \"MATRIX\" in extnames:\n", " h = response[\"MATRIX\"]\n", "elif \"SPECRESP MATRIX\" in extnames:\n", " h = response[\"SPECRESP MATRIX\"]\n", "data = h.data\n", "energ_lo = np.array(data.field(\"ENERG_LO\"))\n", "energ_hi = np.array(data.field(\"ENERG_HI\"))\n", "nicer_en = (energ_lo+energ_hi)/2.\n", "energy_channels=len(nicer_en)\n", "response.close()\n", "\n", "#define the CrossSpectrum object\n", "piv_fft = CrossSpectrum(times_fft,energ=nicer_en)\n", "\n", "#calculate up our model, defined in Fourier space, and assign it to the transfer \n", "#function of our CrossSpectrum object\n", "pl_norm = 1.\n", "pl_slope = -1.9\n", "gamma_0 = 0.2\n", "gamma_nu = -0.1\n", "phi_0 = -0.2\n", "phi_nu = -0.1\n", "nu_0 = piv_fft.freqs[0]\n", "piv_transfer = models.pivoting_pl(piv_fft.freqs,nicer_en,np.array([pl_norm,pl_slope,gamma_0,gamma_nu,phi_0,phi_nu,nu_0]))\n", "piv_fft.set_transfer(piv_transfer)\n", "\n", "#pass the cross spectrum, transfer function and reference band to the class\n", "piv_fft.set_psd_weights(psd_model_fft.power_spec)\n", "\n", "#set up the reference band\n", "ref_emin = nicer_en[0]\n", "ref_emax = nicer_en[-1]\n", "piv_fft.set_reference_energ([ref_emin,ref_emax])" ] }, { "cell_type": "markdown", "id": "93c462ab-0409-439d-82c0-9d0fc2714f4a", "metadata": {}, "source": [ "Having set up our ````CrossSpectrum```` object, we can calculate the cross spectrum predicted by our pivoting power-law model with the ````cross_from_transfer```` method. If we want, we can also specify transfer function, power spectrum, or reference band through the arguments of this method, but in this case we chose to set them beforehand.\n", "\n", "Once the crosss spectrum is computed, we can plot the result with the ````plot_cross_2d```` method. By default this method will produce three two-dimensional plots, showing (in order) the logarithm of the modulus, the phase, and the lag (computed from the phase) in the cross spectrum. Alternatively, we can pass the keyword ````form=cartesian```` to plot real and imaginary parts instead." ] }, { "cell_type": "code", "execution_count": 5, "id": "6af1f603-cf4f-4fe3-af54-0525c71f3746", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "15907" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#calculate the cross spectrum and plot it automatically\n", "piv_fft.cross_from_transfer()\n", "piv_fft.plot_cross_2d()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "355adb4d-a854-4fb0-bffd-a7ddc60621a3", "metadata": {}, "source": [ "## Retrieving 1d timing products from a cross spectrum\n", "\n", "After computing the two-dimensional cross spectrum, we can derive one dimensional spectral timing products as a function of either frequency or energy. The methods used for retrieving all the products utilize the same convention: \"cross spectrum part\"\\_\"desired axis\".\n", "\n", "In this example, we want to visualize the modulus and lag as a function of frequency first, which are accessed through the ````mod_frequency```` and ````lag_frequency````. Frequency-dependent products require an energy interval for the channel of interest and by default utilize the same reference band as the full, two-dimensional cross spectrum computed above. Users can also specify a different reference band using the ````ref```` keyword, although this should only be done for visualization purposes.\n", "\n", "Energy-dependent products are retrieved in the same way. If, for instance, users want to compute the cross spectral modulus and lag as a function of energy, they can do so with the ````mod_energy```` and ````lag_energy```` methods. These also require that users input the Fourier frequency range through the ````nu_min```` and ````nu_max```` arguments. In this example, we take the first decade in Fourier frequency, which is also highlighted in blue in the first two products." ] }, { "cell_type": "code", "execution_count": 6, "id": "38104280-f530-4bfe-848b-4089437b9117", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "240" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#define our channel of interest for the frequency-dependent spectra\n", "ener_bounds = [3.,5.]\n", "\n", "#define our frequency bounds for the lag-dependent spectra\n", "lowfreq_bounds = [piv_fft.freqs[0],10*piv_fft.freqs[0]]\n", "\n", "fig, ((ax1,ax2),(ax3,ax4)) = plt.subplots(2,2,figsize=(12.,9.))\n", "\n", "ax1.axvspan(piv_fft.freqs[0],10.*piv_fft.freqs[0],alpha=0.2)\n", "#normalize by the Fourier frequency for ease of visualization, similar to common \n", "#power*frequency plots used for powerspectra\n", "ax1.plot(piv_fft.freqs,piv_fft.mod_frequency(ener_bounds)*piv_fft.freqs)\n", "\n", "ax1.set_xscale(\"log\")\n", "ax1.set_yscale(\"log\")\n", "ax1.set_xlabel(\"Frequency\")\n", "ax1.set_ylabel(\"Modulus$\\\\times$Frequency\")\n", "\n", "ax2.axvspan(piv_fft.freqs[0],10.*piv_fft.freqs[0],alpha=0.2)\n", "ax2.plot(piv_fft.freqs,np.zeros(piv_fft.n_freqs),color='black',linestyle='dotted')\n", "ax2.plot(piv_fft.freqs,piv_fft.lag_frequency(ener_bounds))\n", "\n", "ax2.set_xscale(\"log\")\n", "ax2.set_xlabel(\"Frequency\")\n", "ax2.set_ylabel(\"Lag\")\n", "\n", "#normalize by energy^2 for ease of visualization\n", "ax3.plot(piv_fft.energ,piv_fft.mod_energy(lowfreq_bounds)*piv_fft.energ**2)\n", "\n", "ax3.set_xscale(\"log\")\n", "ax3.set_yscale(\"log\")\n", "ax3.set_xlabel(\"Energy\")\n", "ax3.set_ylabel(\"Modulus$\\\\times$Energy$^{2}$\")\n", "ax3.set_xlim([0.5,10])\n", "\n", "ax4.plot(piv_fft.energ,np.zeros(piv_fft.n_chans),color='black',linestyle='dotted')\n", "ax4.plot(piv_fft.energ,piv_fft.lag_energy(lowfreq_bounds))\n", "\n", "ax4.set_xscale(\"log\")\n", "ax4.set_xlabel(\"Energy\")\n", "ax4.set_ylabel(\"Lag\")\n", "ax4.set_xlim([0.5,10])\n", "\n", "plt.tight_layout()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "814e6c64-c0fe-4eac-a57f-fb8758a03f85", "metadata": {}, "source": [ "## Calculating a cross spectrum from an impulse response function\n", "\n", "It is common to define spectral timing models in the time, rather than Fourier, domain, through the use of an impulse response function (e.g. Campana & Stella 1995, Reynolds et al. 1999, Wilkins & Fabian 2013). In this example we will treat one of the most common uses of model impulse responses: the reverberation of coronal X-ray photons off of the accretion disk surrounding a black hole. \n", "\n", "We will once again use a phenomenological model: a combination of a 0.5 keV black body and 6.5 keV gaussian flashes. For this, we use the ````gauss_bkn```` and ````bbody_bkn```` models in nDspec. With these models, the luminosity of both components follows a broken power-law such that it rises and then drops over time, the line becomes narrower over time, and the black body becomes cooler. This behavior roughly mimics that of relativistic models for reverberation (e.g. Wilkins & Fabian 2013, Mastroserio et al. 2019, Lucchini et al. 2023).\n", "\n", "Having set up our model, we can then visualize the impulse response function using the ````plot_2d```` function in ````models````, together with the response integrate over energy (obtaining the lightcurve of the response) or time (obtaining the spectrum of the response). " ] }, { "cell_type": "code", "execution_count": 7, "id": "1a227f58-d5e3-4b77-b605-b5eb9dca6501", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "9856" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#the initial normalization, center, and initial width of the Gaussian line\n", "gauss_norm = 3e-3\n", "gauss_sigma = 2\n", "gauss_center = 6.5\n", "#the power-;aw slope of the rising and decaying part of the pulse\n", "rise_slope = 2\n", "decay_slope = -3\n", "#the time at which the pulse switches from one slope to the next\n", "peak_time = 5\n", "#the slope of the power-law which sets the width of the line at each time\n", "width_slope = -0.25\n", "gauss_flash, gauss_line, gauss_pulse = models.gauss_bkn(times_fft,nicer_en,\n", " np.array([gauss_norm,gauss_sigma,gauss_center,rise_slope,\n", " decay_slope,peak_time,width_slope]),\n", " return_full=True)\n", "#the initial normalization and temperature of the blackbody\n", "bb_norm = 3e-2\n", "bb_temp = 0.5\n", "#the slope of the power-law which sets the temperature of the blackbody at each time\n", "temp_slope = -0.25\n", "bb_flash, bb_spec, bb_pulse = models.bbody_bkn(times_fft,nicer_en,\n", " np.array([bb_norm,bb_temp,rise_slope,\n", " decay_slope,peak_time,temp_slope]),\n", " return_full=True)\n", "\n", "rev_flash = gauss_flash + bb_flash\n", "rev_spec = gauss_line + bb_spec\n", "rev_pulse = gauss_pulse + bb_pulse\n", "\n", "models.plot_2d(times_fft,nicer_en,rev_flash,rev_pulse,rev_spec,xlim=[0,60])\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "f188236e-49cf-4073-8dbe-1efdacc561eb", "metadata": {}, "source": [ "Having defined an impulse response function, we can then assign it to a newly initialized ````CrossSpectrum```` object, ````rev_ffft````, together with a power spectrum and reference band, as in the previous example.\n", "\n", "Because our model is now defined in the time domain, we need to transform it to the Fourier domain before calculating the cross spectrum. Both of these operations are handled by the ````cross_from_irf```` method, which works similarly to ````cross_from_transfer```` described above. Numerically, the only difference is that ````cross_from_irf```` has to perform a Fourier transform of the input, while ````cross_from_transfer```` does not. Either way, the Fourier-transformed model is assigned to the ````trans_func```` attribute and can be retrieved by the user for future use.\n", "\n", "Finally, we can visualize the cross spectrum with ````plot_cross_2d````. Our ````CrosssSpectrum```` object as defined here includes lags (or correlated variability) driven by the reverberation signal itself - for example, as the Gaussian line is narrowing over time, the signal near the core will lag behind that in the wings." ] }, { "cell_type": "code", "execution_count": 8, "id": "ae8dd87a-6473-4ed8-a861-bcf02e597630", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "15810" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rev_fft = CrossSpectrum(times_fft,energ=nicer_en,method='fft')\n", "rev_fft.set_psd_weights(psd_model_fft.power_spec)\n", "rev_fft.set_impulse(rev_flash)\n", "rev_fft.set_reference_energ([ref_emin,ref_emax])\n", "rev_fft.cross_from_irf()\n", "rev_fft.plot_cross_2d()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "22edd3b3-dbd9-4d07-aa70-2c71c035bbf6", "metadata": {}, "source": [ "## Combining models for the cross spectrum\n", "\n", "One has to be be very careful in interpreting the products of the reverberation model defined above. This is because the ````rev_flash```` model defined above only encodes information (lags and correlated variability) produced within the reverberation. In order to study the causal relationship between an input signal and its reverberation component, we need to define a model for both. We can then take advantage of the linearity of the Fourier transform, sum the two model components, and then compute the cross spectrum.\n", "\n", "In this example, we use the transfer function from ````piv_fft```` to model the variability of the accretion flow, and the transfer function from ````rev_fft```` for the reverberation signal; our model will be the sum of the two. We can then simply define a new ````CrossSpectrum```` object, assign to it the sum of the two model transfer functions, and calculate the cross spectrum identically to the previous examples. Our combined model ````full_fft```` now includes the reverberation signal: the lags and correlated variability between the two model components. By definition, a cross spectrum computed from just one of the two will not encode this information.\n", "\n", "Note that, even though ````rev_fft```` was initially a time-domain model, we already transformed it to the Fourier domain in the previous step; as a result, we can just call the ````trans_func```` method and utilize ````cross_from_transfer```` to calculate the final cross spectrum." ] }, { "cell_type": "code", "execution_count": 9, "id": "ff6b3c13-1457-4fd9-99a4-c71ce7d69dd3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "15862" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_fft = CrossSpectrum(times_fft,energ=nicer_en,method='fft')\n", "full_fft.set_psd_weights(psd_model_fft.power_spec)\n", "full_fft.set_transfer(piv_fft.trans_func + rev_fft.trans_func)\n", "full_fft.set_reference_energ([ref_emin,ref_emax])\n", "full_fft.cross_from_transfer()\n", "full_fft.plot_cross_2d()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "83393d77-778c-4127-b07a-c44db36e0fcb", "metadata": {}, "source": [ "Let's now visualize what the lag and modulus spectra (by plotting ````mod_energy```` and ````lag_energy````) are like for our pivoting and combined models. We are especially interested in visualizing how the reverberation signal affects these products, as combining time or Fourier dependent models is not as intuitive as e.g. spectral components for a time averaged model.\n", "\n", "For simplicity we will do so in two Fourier frequency bands: the lowest and highest decades probed by our models, shown in the top and bottom rows of the plot below. The typical expectation is that at low frequency we should mostly observe variability in the power-law, with the reverberation signal appearing at high frequencies. \n", "\n", "Comparing the pivoting-only model (in blue) with our pivoting+reverberation model (in orange) shows that the effect of reverberation is more subtle. In the lag spectra (right column), the reverberation features are indeed most visible at high frequency; however, they also affect the shape of the low frequency lag spectrum. The cross spectrum modulus on the other hand behaves in the opposite way: the contribution of reverberation is small but noticeable at low frequencies, and completely unnoticeable at high frequency. " ] }, { "cell_type": "code", "execution_count": 10, "id": "79ec175e-7655-4eeb-b260-ffe61ccad371", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "28287" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1,ax2),(ax3,ax4)) = plt.subplots(2,2,figsize=(12.,9))\n", "\n", "ax1.plot(piv_fft.energ,piv_fft.mod_energy(lowfreq_bounds)*piv_fft.energ**2,\n", " linewidth=3,label='pivoting')\n", "ax1.plot(full_fft.energ,full_fft.mod_energy(lowfreq_bounds)*full_fft.energ**2,\n", " linewidth=6,linestyle='dotted',label='full')\n", "\n", "ax1.set_xscale(\"log\")\n", "ax1.set_yscale(\"log\")\n", "ax1.set_xlabel(\"Energy\")\n", "ax1.legend(loc=\"lower left\")\n", "ax1.set_ylabel(\"Modulus$\\\\times$Energy$^{2}$\")\n", "ax1.set_xlim([0.5,10])\n", "ax1.set_title(\"Low frequency\")\n", "\n", "ax2.plot(piv_fft.energ,np.zeros(piv_fft.n_chans),color='black',linestyle='dotted')\n", "ax2.plot(piv_fft.energ,piv_fft.lag_energy(lowfreq_bounds),\n", " linewidth=3,label='pivoting')\n", "ax2.plot(full_fft.energ,full_fft.lag_energy(lowfreq_bounds),\n", " linewidth=6,linestyle='dotted',label='full')\n", "\n", "ax2.set_xscale(\"log\")\n", "ax2.set_xlabel(\"Energy\")\n", "ax2.set_ylabel(\"Lag\")\n", "ax2.legend(loc=\"upper left\")\n", "ax2.set_xlim([0.5,10])\n", "ax2.set_title(\"Low frequency\")\n", "\n", "#define the high frequency bounds\n", "highfreq_bounds = [0.1*piv_fft.freqs[-1],piv_fft.freqs[-1]]\n", "\n", "ax3.plot(piv_fft.energ,piv_fft.mod_energy(highfreq_bounds)*piv_fft.energ**2,\n", " linewidth=3,label='pivoting')\n", "ax3.plot(full_fft.energ,full_fft.mod_energy(highfreq_bounds)*full_fft.energ**2,\n", " linewidth=6,linestyle='dotted',label='full')\n", "\n", "ax3.set_xscale(\"log\")\n", "ax3.set_yscale(\"log\")\n", "ax3.set_xlabel(\"Energy\")\n", "ax3.set_ylabel(\"Modulus$\\\\times$Energy$^{2}$\")\n", "ax3.legend(loc=\"lower left\")\n", "ax3.set_xlim([0.5,10])\n", "ax3.set_title(\"High frequency\")\n", "\n", "ax4.plot(piv_fft.energ,np.zeros(piv_fft.n_chans),color='black',linestyle='dotted')\n", "ax4.plot(piv_fft.energ,piv_fft.lag_energy(highfreq_bounds),\n", " linewidth=3,label='pivoting')\n", "ax4.plot(full_fft.energ,full_fft.lag_energy(highfreq_bounds),\n", " linewidth=6,linestyle='dotted',label='full')\n", "\n", "ax4.set_xscale(\"log\")\n", "ax4.set_xlabel(\"Energy\")\n", "ax4.set_ylabel(\"Lag\")\n", "ax4.legend(loc=\"upper left\")\n", "ax4.set_xlim([0.5,10])\n", "ax4.set_title(\"High frequency\")\n", "\n", "plt.tight_layout()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "9120e123-11dd-4747-9fe5-a1f49d533be1", "metadata": {}, "source": [ "## Folding a cross spectrum through an instrument response\n", "\n", "After obtaining our cross spectrum, the last step needed before we can compare a model to data is to fold it through our chosen instrument response, which we can easily do by using a `````ResponseMatrix````` object. \n", "\n", "Calling the ````convolve_response```` method by passing a ````CrossSpectrum```` object will automatically return a new, folded ````CrossSpectrum```` that we can visualize in the usual way. Note that, for example, the modulus of our new object appears to peak around 1 keV and then drop for increasing energy; this is because it is modulated by NICER effective area." ] }, { "cell_type": "code", "execution_count": 11, "id": "90664631-c43c-4429-9332-2c8d758015e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Arf missing, please load it\n", "Arf loaded\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/matteo/Software/nDspec/src/ndspec/Timing.py:1628: RuntimeWarning: divide by zero encountered in log10\n", " modulus = ax1.pcolormesh(self.freqs,self.energ,np.log10(plot_mod),\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "15885" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "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)\n", "\n", "convolved_model = nicer_matrix.convolve_response(full_fft)\n", "convolved_model.plot_cross_2d()\n", "gc.collect()" ] }, { "cell_type": "markdown", "id": "e1462bd3-794c-4853-886c-d9388f4cb35e", "metadata": {}, "source": [ "Finally, we can check that our new ````CrossSpectrum```` was indeed re-shaped by the convolution by printing the number of energy channels. The NICER response contains 3451 energy bins and 1501 energy channels, and indeed the ````n_chans```` attribute changes from 3451 for our intiial ````CrossSpectrum```` to 1501 for our folded ````CrossSpectrum````. In the same way, the shape of the ````cross```` attribute, which stores the full cross spectrum, changes from 3451x1250 (energy bins times Fourier frequency bins) to 1501x1250 (energy channels times Fourier frequency bins)" ] }, { "cell_type": "code", "execution_count": 12, "id": "fbf73296-6e27-43d2-8f7c-51c2c842d847", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3451 1501\n", "(3451, 1250) (1501, 1250)\n" ] } ], "source": [ "print(full_fft.n_chans,convolved_model.n_chans)\n", "print(full_fft.cross.shape,convolved_model.cross.shape)" ] } ], "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 }