From 1d358e3cca03b46dac02c51310c4da93dc3e566c Mon Sep 17 00:00:00 2001 From: gully Date: Wed, 12 May 2021 12:58:37 -0500 Subject: [PATCH] :construction: work in progress tutorial: estimate snr with celerite --- docs/tutorials/estimate_snr.ipynb | 375 ++++++++++++++++++++++++++++++ 1 file changed, 375 insertions(+) create mode 100644 docs/tutorials/estimate_snr.ipynb diff --git a/docs/tutorials/estimate_snr.ipynb b/docs/tutorials/estimate_snr.ipynb new file mode 100644 index 0000000..fafd33b --- /dev/null +++ b/docs/tutorials/estimate_snr.ipynb @@ -0,0 +1,375 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Estimate Signal-to-Noise ratio $S/N$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To estimate the $S/N$, ideally you would know the *True* signal, subtract it from the observed signals, and then examine the distribution of the per-pixel residuals. The residuals would form a Bell curve, and the width $\\sigma$ of this Normal Distribution would represent the typical per-pixel uncertainty. In practice, we never know the *True* signal. We can approximate the signal by saying that the underlying signal likely varies *smoothly*, whereas noise jumps around from pixel-to-pixel. In this tutorial we should how to estimate $S/N$ with Gaussian Process regression." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from muler.igrins import IGRINSSpectrum\n", + "import celerite2\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format='retina'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_prediction(gp):\n", + " plt.figure(figsize=(14,4))\n", + " plt.plot(λ, f, label=\"data\")\n", + "\n", + " if gp:\n", + " mu, variance = gp.predict(f-1, t=λ, return_var=True)\n", + " sigma = np.sqrt(variance)\n", + " plt.plot(λ, 1+mu, label=\"prediction\")\n", + " plt.fill_between(λ, 1+mu - sigma, 1+mu + sigma, color=\"C0\", alpha=0.2)\n", + "\n", + " plt.xlabel(\"$\\lambda \\;(\\AA)$\")\n", + " plt.ylabel(\"flux\")\n", + " plt.ylim(0.6, 1.4)\n", + " plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read in the spectrum with `muler`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "spec = IGRINSSpectrum(file='../../tests/data/SDCH_20201202_0059.spec_a0v.fits')\n", + "\n", + "spec = spec.remove_nans().normalize()[200:]\n", + "\n", + "λ = spec.wavelength.value\n", + "f = spec.flux.value\n", + "unc = spec.uncertainty.array\n", + "snr = f / unc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "smooth = spec.smooth_spectrum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 839 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_prediction(None)\n", + "plt.plot(smooth.wavelength.value, smooth.flux.value)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "median_snr = np.median(snr)\n", + "low_snr = snr<0.15*median_snr" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "λ = λ[~low_snr]\n", + "f = f[~low_snr]\n", + "unc = unc[~low_snr]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can follow the [celerite2 tutorial](https://celerite2.readthedocs.io/en/latest/tutorials/first/) to set up a GP model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from celerite2 import terms" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial log likelihood: -2785142.3223185576\n" + ] + } + ], + "source": [ + "# Non-periodic component\n", + "term1 = terms.SHOTerm(sigma=0.03, rho=15.0, Q=0.5)\n", + "kernel = term1\n", + "\n", + "# Setup the GP\n", + "gp = celerite2.GaussianProcess(kernel, mean=0.0)\n", + "gp.compute(λ)\n", + "\n", + "print(\"Initial log likelihood: {0}\".format(gp.log_likelihood(f-1.0)))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 839 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_prediction(gp)\n", + "plt.plot(λ, gp.sample()+1)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import minimize" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "mu = opt_gp.predict(f-1, t=λ)\n", + "residual = f - mu -1\n", + "residual_in_sigma = residual / unc\n", + "\n", + "sigma_vector = np.arange(-20, 20, 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import norm" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "pdf = norm().pdf(sigma_vector)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.003, 1.0)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 252, + "width": 379 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(residual_in_sigma, bins=sigma_vector, density=True);\n", + "plt.plot(sigma_vector, pdf)\n", + "plt.yscale('log')\n", + "plt.ylim(3e-3, 1e0)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "outliers = np.abs(residual_in_sigma) > 5" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 268, + "width": 838 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_prediction(opt_gp)\n", + "plt.plot(λ[outliers], f[outliers], 'ro')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We found the outliers!" + ] + } + ], + "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": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}