{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Removing noise from K2 light curves using Self Flat Fielding (`SFFCorrector`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `lightkurve` to remove the spacecraft motion noise from K2 data. Targets in K2 data move over multiple pixels during the exposure due to thruster firings. This can be corrected using the Self Flat Fielding method (SFF), which you can read more about [here](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.SFFCorrector.html#lightkurve.correctors.SFFCorrector).\n", "\n", "This tutorial demonstrates how you can apply the method on your light curves Using `lightkurve`.\n", "\n", "Let's start by downloading a K2 light curve of an exoplanet host star." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:04.048881Z", "iopub.status.busy": "2025-05-21T14:21:04.048434Z", "iopub.status.idle": "2025-05-21T14:21:06.190534Z", "shell.execute_reply": "2025-05-21T14:21:06.190114Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "from lightkurve import search_lightcurve\n", "lc = search_lightcurve(\"EPIC 247887989\", author=\"K2\").download() # returns a LightCurve\n", "\n", "# Remove nans and outliers\n", "lc = lc.remove_nans().remove_outliers() \n", "\n", "# Remove long term trends\n", "lc = lc.flatten(window_length=401)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:06.192241Z", "iopub.status.busy": "2025-05-21T14:21:06.192114Z", "iopub.status.idle": "2025-05-21T14:21:06.484120Z", "shell.execute_reply": "2025-05-21T14:21:06.483839Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This light curve of the object [K2-133](https://exoplanetarchive.ipac.caltech.edu/cgi-bin/DisplayOverview/nph-DisplayOverview?objname=K2-133+b&type=CONFIRMED_PLANET), which is known to host an exoplanet with a period of 3.0712 days. The light curve shows a lot of motion noise on K2's typical 6-hour motion timescale.\n", "\n", "Let's plot the folded version of it to see what the signal of the known transiting exoplanet looks like." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:06.485864Z", "iopub.status.busy": "2025-05-21T14:21:06.485724Z", "iopub.status.idle": "2025-05-21T14:21:06.716126Z", "shell.execute_reply": "2025-05-21T14:21:06.715725Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.fold(period=3.0712).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the hint of an exoplanet transit close to the center, but the motion of the spacecraft has made it difficult to make out above the noise.\n", "\n", "We can use the `SFFCorrector` class to remove this motion. You can tune the algorithm using a number of optional keywords, including:\n", "\n", "* `degree` : *int*\n", " The degree of polynomials in the splines in time and arclength. \n", "* `niters` : *int*\n", " Number of iterations\n", "* `bins` : *int*\n", " Number of bins to be used to create the piece-wise interpolation of arclength vs flux correction.\n", "* `windows` : *int*\n", " Number of windows to subdivide the data. The SFF algorithm is run independently in each window.\n", "\n", "For this problem, we will use the defaults, but increase the number of windows to 20." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:06.717825Z", "iopub.status.busy": "2025-05-21T14:21:06.717683Z", "iopub.status.idle": "2025-05-21T14:21:07.109601Z", "shell.execute_reply": "2025-05-21T14:21:07.108667Z" } }, "outputs": [], "source": [ "corr_lc = lc.to_corrector(\"sff\").correct(windows=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: this is identical to the following command:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:07.113889Z", "iopub.status.busy": "2025-05-21T14:21:07.113255Z", "iopub.status.idle": "2025-05-21T14:21:07.571127Z", "shell.execute_reply": "2025-05-21T14:21:07.568777Z" } }, "outputs": [], "source": [ "from lightkurve.correctors import SFFCorrector\n", "corr_lc = SFFCorrector(lc).correct(windows=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now when we compare the two light curves we can see the clear signal from the exoplanet." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:21:07.576406Z", "iopub.status.busy": "2025-05-21T14:21:07.575959Z", "iopub.status.idle": "2025-05-21T14:21:07.971270Z", "shell.execute_reply": "2025-05-21T14:21:07.970977Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.fold(period=3.0712).scatter(color='red', alpha=0.5, label='Original light curve')\n", "ax = corr_lc.fold(period=3.0712).scatter(ax=ax, color='blue', alpha=0.5, label='Motion noise removed using SFF');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "VoilĂ ! Correcting motion systematics can vastly improve the signal-to-noise ratio in your lightcurve." ] } ], "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }