{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chromosphere model\n", "\n", "The chromosphere model, `pytransit.ChromosphereModel`, implements a transit over a thin-walled sphere, as described by Schlawin et al. (ApJL 722, 2010). The model is parallelised using numba, and the number of threads can be set using the `NUMBA_NUM_THREADS` environment variable. An OpenCL version for GPU computation is implemented by `pytransit.ChromosphereModelCL`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sys.path.append('..')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from pytransit import ChromosphereModel" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "seed(0)\n", "\n", "times_sc = linspace(0.85, 1.15, 1000) # Short cadence time stamps\n", "times_lc = linspace(0.85, 1.15, 100) # Long cadence time stamps\n", "\n", "k, t0, p, a, i, e, w = 0.1, 1., 2.1, 3.2, 0.5*pi, 0.3, 0.4*pi\n", "pvp = tile([k, t0, p, a, i, e, w], (50,1))\n", "pvp[1:,0] += normal(0.0, 0.005, size=pvp.shape[0]-1)\n", "pvp[1:,1] += normal(0.0, 0.02, size=pvp.shape[0]-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model initialization\n", "\n", "The chromosphere model doesn't take any special initialization arguments, so the initialization is straightforward. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "tm = ChromosphereModel()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data setup\n", "### Homogeneous time series\n", "\n", "The model needs to be set up by calling `set_data()` before it can be used. At its simplest, `set_data` takes the mid-exposure times of the time series to be modelled." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "tm.set_data(times_sc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model use\n", "\n", "**Evaluation**\n", "The transit model can be evaluated using either a set of scalar parameters, a parameter vector (1D ndarray), or a parameter vector array (2D ndarray). The model flux is returned as a 1D ndarray in the first two cases, and a 2D ndarray in the last (one model per parameter vector).\n", "\n", " - `tm.evaluate_ps(k, t0, p, a, i, e=0, w=0)` evaluates the model for a set of scalar parameters, where `k` is the radius ratio, `t0` the zero epoch, `p` the orbital period, `a` the semi-major axis divided by the stellar radius, `i` the inclination in radians, `e` the eccentricity, and `w` the argument of periastron. Eccentricity and argument of periastron are optional, and omitting them defaults to a circular orbit. \n", " - `tm.evaluate_pv(pv)` evaluates the model for a 1D parameter vector, or 2D array of parameter vectors. In the first case, the parameter vector should be array-like with elements `[k, t0, p, a, i, e, w]`. In the second case, the parameter vectors should be stored in a 2d ndarray with shape `(npv, 7)` as \n", "\n", "\n", " [[k1, t01, p1, a1, i1, e1, w1],\n", " [k2, t02, p2, a2, i2, e2, w2],\n", " ...\n", " [kn, t0n, pn, an, in, en, wn]]\n", " \n", "The reason for the different options is that the model implementations may have optimisations that make the model evaluation for a set of parameter vectors much faster than if computing them separately. This is especially the case for the OpenCL models.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def plot_transits(tm, fmt='k'):\n", " fig, axs = subplots(1, 3, figsize = (13,3), constrained_layout=True, sharey=True)\n", "\n", " flux = tm.evaluate_ps(k, t0, p, a, i, e, w)\n", " axs[0].plot(tm.time, flux, fmt)\n", " axs[0].set_title('Individual parameters')\n", "\n", " flux = tm.evaluate_pv(pvp[0])\n", " axs[1].plot(tm.time, flux, fmt)\n", " axs[1].set_title('Parameter vector')\n", "\n", " flux = tm.evaluate_pv(pvp)\n", " axs[2].plot(tm.time, flux.T, 'k', alpha=0.2);\n", " axs[2].set_title('Parameter vector array')\n", "\n", " setp(axs[0], ylabel='Normalised flux')\n", " setp(axs, xlabel='Time [days]', xlim=tm.time[[0,-1]])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tm.set_data(times_sc)\n", "plot_transits(tm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Supersampling\n", "\n", "The transit model can be supersampled by setting the `nsamples` and `exptimes` arguments in `set_data`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tm.set_data(times_lc, nsamples=10, exptimes=0.01)\n", "plot_transits(tm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Heterogeneous time series\n", "\n", "PyTransit allows for heterogeneous time series, that is, a single time series can contain several individual light curves (with, e.g., different time cadences and required supersampling rates) observed (possibly) in different passbands.\n", "\n", "If a time series contains several light curves, it also needs the light curve indices for each exposure. These are given through `lcids` argument, which should be an array of integers. If the time series contains light curves observed in different passbands, the passband indices need to be given through `pbids` argument as an integer array, one per light curve. Supersampling can also be defined on per-light curve basis by giving the `nsamples`and `exptimes` as arrays with one value per light curve. \n", "\n", "For example, a set of three light curves, two observed in one passband and the third in another passband\n", "\n", " times_1 (lc = 0, pb = 0, sc) = [1, 2, 3, 4]\n", " times_2 (lc = 1, pb = 0, lc) = [3, 4]\n", " times_3 (lc = 2, pb = 1, sc) = [1, 5, 6]\n", " \n", "Would be set up as\n", "\n", " tm.set_data(time = [1, 2, 3, 4, 3, 4, 1, 5, 6], \n", " lcids = [0, 0, 0, 0, 1, 1, 2, 2, 2], \n", " pbids = [0, 0, 1],\n", " nsamples = [ 1, 10, 1],\n", " exptimes = [0.1, 1.0, 0.1])\n", " \n", " \n", "### Example: two light curves with different cadences" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times_1 = linspace(0.85, 1.0, 500)\n", "times_2 = linspace(1.0, 1.15, 10)\n", "times = concatenate([times_1, times_2])\n", "lcids = concatenate([full(times_1.size, 0, 'int'), full(times_2.size, 1, 'int')])\n", "nsamples = [1, 10]\n", "exptimes = [0, 0.0167]\n", "\n", "tm.set_data(times, lcids, nsamples=nsamples, exptimes=exptimes)\n", "plot_transits(tm, 'k.-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "
© Hannu Parviainen 2010-2020
" ] } ], "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 1 }