{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to identify time-variable background noise (\"rolling bands\")?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we looked at making custom apertures to check planet signals. In this tutorial we will use the same technique to find variable background (such as rolling band signal) in Kepler data.\n", "\n", "The background flux level of Kepler pixel data is not static. In particular, certain CCD channels occasionally experience the 'rolling band' effect, where the background has a strong time varying component of a 'band' moving up the detector (the band is the horizontal dark line that is approxmiately 30 pixels wide). You can read more about rolling band in the [Kepler Instrument Handbook](https://archive.stsci.edu/kepler/manuals/KSCI-19033-001.pdf). An example of the rolling band artifact is shown in the video below. You can see the band move through the superstamp at the 2 second mark, leaving the bottom of the screen at the 6 second mark." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](rollingband.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rolling band artifact is small, up to about 20 counts per pixel. However, this signal can add up to significant levels for large apertures containing many pixels or for faint, quiet targets.\n", "\n", "Rolling band can often add spurious signals into your data which look like real astrophysical variability. The best way to spot rolling band is to vary your aperture size. If the signal strength increases as you increase the number of background pixels in the aperture, the effect is likely to be an additive background component.\n", "\n", "Below we will show you how to check for rolling band. First let's import `lightkurve` and download a target." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:40.489021Z", "iopub.status.busy": "2023-11-03T14:13:40.488414Z", "iopub.status.idle": "2023-11-03T14:13:41.838117Z", "shell.execute_reply": "2023-11-03T14:13:41.837781Z" } }, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:41.840077Z", "iopub.status.busy": "2023-11-03T14:13:41.839918Z", "iopub.status.idle": "2023-11-03T14:13:42.854779Z", "shell.execute_reply": "2023-11-03T14:13:42.854444Z" } }, "outputs": [], "source": [ "tpf = search_targetpixelfile('KIC 7691027', quarter=16).download()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:42.856716Z", "iopub.status.busy": "2023-11-03T14:13:42.856484Z", "iopub.status.idle": "2023-11-03T14:13:43.167598Z", "shell.execute_reply": "2023-11-03T14:13:43.167305Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a fairly normal Target Pixel File. Let's take a look at the light curve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:43.169559Z", "iopub.status.busy": "2023-11-03T14:13:43.169346Z", "iopub.status.idle": "2023-11-03T14:13:43.373538Z", "shell.execute_reply": "2023-11-03T14:13:43.373076Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)\n", "\n", "ax = lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Flux in Pipeline Aperture')\n", "\n", "ann = ax.annotate(\"Stellar rotation?\",\n", " xy=(1552, 4460), xycoords='data',\n", " xytext=(1540, 4490), textcoords='data',\n", " arrowprops=dict(arrowstyle=\"simple\",\n", " connectionstyle=\"arc3, rad=-0.2\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there are some features at around 1540 days that could be due to rotation in the star. But this could also be due to rolling band. Let's change the aperture of the target pixel file to **only include background pixels** and see if this signal is still present." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:43.376762Z", "iopub.status.busy": "2023-11-03T14:13:43.376613Z", "iopub.status.idle": "2023-11-03T14:13:43.695413Z", "shell.execute_reply": "2023-11-03T14:13:43.695094Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aperture = tpf.flux[0].value < 200\n", "npix = len(np.where(aperture == True)[0])\n", "tpf.plot(aperture_mask=aperture);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mask avoids the center pixels. Let's create a light curve the same way as above. However, this time we're going to divide by the number of pixels in the aperture to give the the **average background flux per pixel.**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:43.697530Z", "iopub.status.busy": "2023-11-03T14:13:43.697375Z", "iopub.status.idle": "2023-11-03T14:13:43.875031Z", "shell.execute_reply": "2023-11-03T14:13:43.874656Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bkg_lc = tpf.to_lightcurve(aperture_mask=aperture)\n", "bkg_lc /= npix # Convert to electrons per second per pixel\n", "\n", "ax = bkg_lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Average Flux Per Background Pixel');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the signal is still there in the background pixels. Unfortunately this means the signal is not astrophysical." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can perform another test by looking at the background in a nearby source. Using the [search_targetpixelfile](https://docs.lightkurve.org/reference/api/lightkurve.search_targetpixelfile.html?highlight=search_targetpixelfile) function we can get the nearest neighbor to our target. We first set a search radius in arcseconds and a limit on the number of targets to return. In this case we only want our target and the nearest neighbour within 60 arcseconds, so we'll set `radius` to 60 and `limit` to 2 targets." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:43.877116Z", "iopub.status.busy": "2023-11-03T14:13:43.876829Z", "iopub.status.idle": "2023-11-03T14:13:53.056391Z", "shell.execute_reply": "2023-11-03T14:13:53.055977Z" } }, "outputs": [], "source": [ "tpfs = search_targetpixelfile('KIC 7691027', radius=60, quarter=16, limit=2).download_all()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:53.058758Z", "iopub.status.busy": "2023-11-03T14:13:53.058600Z", "iopub.status.idle": "2023-11-03T14:13:53.061206Z", "shell.execute_reply": "2023-11-03T14:13:53.060798Z" } }, "outputs": [ { "data": { "text/plain": [ "TargetPixelFileCollection of 2 objects:\n", " 0: KeplerTargetPixelFile Object (ID: 7691027)\n", " 1: KeplerTargetPixelFile Object (ID: 7691061)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that `tpfs` is a list of [KeplerTargetPixelFile](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.html?highlight=keplertargetpixelfile) objects. There are two different object IDs, our target and the nearest neighbour." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check that these target pixel files are close to each other" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:53.063538Z", "iopub.status.busy": "2023-11-03T14:13:53.063383Z", "iopub.status.idle": "2023-11-03T14:13:53.066123Z", "shell.execute_reply": "2023-11-03T14:13:53.065782Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TPFs are 9.5 Pixels Apart\n" ] } ], "source": [ "separation = np.sqrt((tpfs[0].column - tpfs[1].column)**2 + (tpfs[0].row - tpfs[1].row)**2)\n", "print('TPFs are {:.02} Pixels Apart'.format(separation))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since these are files are very close on the focal plane, we would expect them to experience similar levels of background. We can now perform the same test as above and look at the background flux averaged over all the background pixels. We'll do this inside a for loop and follow the same steps:\n", "* Build the aperture\n", "* Create the light curve (`KeplerLightCurve` object)\n", "* Plot the light curve" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:13:53.068058Z", "iopub.status.busy": "2023-11-03T14:13:53.067929Z", "iopub.status.idle": "2023-11-03T14:13:53.209316Z", "shell.execute_reply": "2023-11-03T14:13:53.208959Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "for t in tpfs.data:\n", " # Construct a background aperture\n", " aper = np.nan_to_num(t.flux[0].value) < 200\n", " npix = len(np.where(aper == True)[0])\n", " \n", " # Create a lightcurve\n", " bkg_lc = t.to_lightcurve(aperture_mask=aper)\n", " bkg_lc /= npix # Don't forget to normalize by the number of pixels in the aperture!\n", "\n", " # Plot the result\n", " bkg_lc = bkg_lc.remove_outliers()\n", " bkg_lc.plot(ax=ax, normalize=False, label=t.targetid)\n", "\n", "ax.set_title('Average Flux Per Background Pixel');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like a nearby source shows quite similar background variation. This suggests that unfortunately the signal is rolling band. Mitigating rolling band can be difficult, and we'll discuss corrections in a different tutorial." ] } ], "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 }