{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to characterize a Sun-like star using asteroseismology?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bright star named *KIC 10963064* is a solar-like, main sequence star that was observed by NASA's Kepler spacecraft between 2009 and 2013. Because the object is fairly bright (9th magnitude), and because Kepler observed it in its high-cadence mode (1 minute exposures), the Kepler data for this object is of extremely high quality.\n", "\n", "The quality of the data is so good, in fact, that it can be used to study the minor brightness fluctuations in the star that are caused by sound waves propagating through the star's atmosphere. The study of such oscillations can reveal the mass, size, and internal structure of a star using a technique that astronomers call [asteroseismology](https://en.wikipedia.org/wiki/Asteroseismology).\n", "\n", "This tutorial will demonstrate how the Lightkurve Python package can be used to carry out a quick-look asteroseismic analysis of the star in five easy steps:\n", "\n", "1. Downloading the data\n", "2. Cleaning the light curve\n", "3. Plotting a Lomb Scargle periodogram\n", "4. Estimating asteroseismic quantities ($\\Delta\\nu$, $\\nu_{\\rm max}$)\n", "5. Estimating stellar parameters (mass, radius, surface gravity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Downloading the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll start by searching Kepler's public data archive hosted by MAST for files which contain the short-cadence light curves recorded by Kepler:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SearchResult containing 27 data products.\n", "\n", " # observation target_name productFilename distance\n", "--- ----------------- ------------- ------------------------------------ --------\n", " 0 Kepler Quarter 2 kplr010963065 kplr010963065-2009259162342_slc.fits 0.0\n", " 1 Kepler Quarter 5 kplr010963065 kplr010963065-2010111051353_slc.fits 0.0\n", " 2 Kepler Quarter 5 kplr010963065 kplr010963065-2010140023957_slc.fits 0.0\n", " 3 Kepler Quarter 5 kplr010963065 kplr010963065-2010174090439_slc.fits 0.0\n", " 4 Kepler Quarter 6 kplr010963065 kplr010963065-2010203174610_slc.fits 0.0\n", " 5 Kepler Quarter 6 kplr010963065 kplr010963065-2010234115140_slc.fits 0.0\n", " 6 Kepler Quarter 6 kplr010963065 kplr010963065-2010265121752_slc.fits 0.0\n", " 7 Kepler Quarter 7 kplr010963065 kplr010963065-2010296114515_slc.fits 0.0\n", " 8 Kepler Quarter 7 kplr010963065 kplr010963065-2010326094124_slc.fits 0.0\n", " 9 Kepler Quarter 7 kplr010963065 kplr010963065-2010355172524_slc.fits 0.0\n", "... ... ... ... ...\n", " 16 Kepler Quarter 13 kplr010963065 kplr010963065-2012121044856_slc.fits 0.0\n", " 17 Kepler Quarter 13 kplr010963065 kplr010963065-2012151031540_slc.fits 0.0\n", " 18 Kepler Quarter 13 kplr010963065 kplr010963065-2012179063303_slc.fits 0.0\n", " 19 Kepler Quarter 14 kplr010963065 kplr010963065-2012211050319_slc.fits 0.0\n", " 20 Kepler Quarter 14 kplr010963065 kplr010963065-2012242122129_slc.fits 0.0\n", " 21 Kepler Quarter 14 kplr010963065 kplr010963065-2012277125453_slc.fits 0.0\n", " 22 Kepler Quarter 15 kplr010963065 kplr010963065-2012310112549_slc.fits 0.0\n", " 23 Kepler Quarter 15 kplr010963065 kplr010963065-2012341132017_slc.fits 0.0\n", " 24 Kepler Quarter 15 kplr010963065 kplr010963065-2013011073258_slc.fits 0.0\n", " 25 Kepler Quarter 17 kplr010963065 kplr010963065-2013121191144_slc.fits 0.0\n", " 26 Kepler Quarter 17 kplr010963065 kplr010963065-2013131215648_slc.fits 0.0\n", "Length = 27 rows\n" ] } ], "source": [ "search = lk.search_lightcurvefile('KIC10963065', cadence='short', mission='Kepler')\n", "print(search)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the target was observed in Kepler's Quarters 2 through 17. We'll only download the data for Quarters 5 through 7 to make this tutorial faster to run, but everything we'll do below should work with the full data set as well!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LightCurveFileCollection of 9 objects:\n", "\tKIC 10963065 (9 KeplerLightCurveFiles) Quarters: 5,5,5,6,6,6,7,7,7" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files = search[1:10].download_all()\n", "files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is now available to us as a `LightCurveFileCollection` object, which groups a number of light curve files.\n", "\n", "Lightkurve provides a convenience method to extract the recommended `PDCSAP_FLUX` light curve from each file, and stitch them together into a single `LightCurve` object:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lc = files.PDCSAP_FLUX.stitch()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Cleaning the light curve\n", "\n", "Next, let's inspect our time series by plotting the data:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve looks a bit messy due to the presence of outliers. This can be explained by a variety of detector effects (e.g. cosmic rays). Discussing these outliers is the topic of a different tutorial. For now, let's tidy the light curve by removing the outliers and NaN values:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "lc = lc.remove_outliers().remove_nans()\n", "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks better!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Plotting a Lomb Scargle periodogram\n", "\n", "Next, we'll carry out a Lomb Scargle Periodogram analysis on the light curve.\n", "\n", "Note that astronomers who study solar-like oscillations tend to prefer a periodogram to use units of \"power spectral density\" (psd), which simply means that the X-axis will show frequency units in $\\mu Hz$ and the Y-axis will show units in power density instead of amplitude. (Hint: give `normalization = 'amplitude'` a try to see a different type of normalization.)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pg = lc.to_periodogram(method='lombscargle', normalization='psd')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 371, "width": 766 } }, "output_type": "display_data" } ], "source": [ "pg.plot(scale='log');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure shown above is often called a *power spectrum*, and the bump near $2000\\, \\mu \\rm Hz$ is called a *power excess*.\n", "\n", "Let's take a closer look at the area near the *power excess*. For this, we can use the `minimum_frequency` and `maximum_frequency` keywords. This truncates the frequency range evaluated when performing the Lomb Scargle transformation.\n", "\n", "(Hint: you can also set `minimum_period` and `maximum_period` if you prefer using periods instead of frequencies!)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "pg = lc.to_periodogram(method='lombscargle', normalization='psd',\n", " minimum_frequency=1000, maximum_frequency=3000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a better look at the data, we'll also plot a smoothed periodogram over the top using the periodogram's `smooth()` method." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 746 } }, "output_type": "display_data" } ], "source": [ "ax = pg.plot()\n", "pg.smooth(method='boxkernel', filter_width=1.).plot(ax=ax, label='Smoothed', c='red', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An important measurement in asteroseismology is the central frequency of the power peaks, which is often denoted as $\\nu_{\\rm max}$ (pronounced \"nu max\").\n", "\n", "A very easy (but somewhat inaccurate) estimators for this quantity is the frequency of the highest peak in the periodogram. For convenience, you can easily obtain the highest peak in a periodogram object using its `frequency_at_max_power` property:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$2244.0321 \\; \\mathrm{\\mu Hz}$" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pg.frequency_at_max_power" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The highest peak is located near $2244 \\mu Hz$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also use the `show_properties()` method to inspect this and all other properties of the periodogram object:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lightkurve.Periodogram properties:\n", " Attribute Description Units \n", "---------------------- -------------- -------\n", " nterms 1 \n", " targetid 10963065 \n", " default_view frequency \n", " label KIC 10963065 \n", " ls_method fast \n", "frequency_at_max_power 2244.0321 uHz\n", " max_power 0.0 1 / uHz\n", " nyquist 8496.4268 uHz\n", " period_at_max_power 0.0004 1 / uHz\n", " frequency array (47707,) uHz\n", " period array (47707,) 1 / uHz\n", " power array (47707,) 1 / uHz\n", " meta \n" ] } ], "source": [ "pg.show_properties()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The value of `pg.frequency_at_max_power` is not suitable for a proper asteroseismic analysis however, because the properties of a star scale with the center of the envelope that surrounds the peaks in the power spectrum, rather than the frequency of the maximum peak. We can see that `pg.frequency_at_max_power` is offset from the center of power:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 388, "width": 746 } }, "output_type": "display_data" } ], "source": [ "ax = pg.plot()\n", "ax.axvline(pg.frequency_at_max_power.value, lw=5, ls='dashed');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will improve our estimate of $\\nu_{\\rm max}$ next." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Estimating asteroseismic quantities ($\\nu_{\\rm max}$, $\\Delta\\nu$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step towards estimating $\\nu_{\\rm max}$ and $\\Delta\\nu$ is to remove the background from the periodogram, so that we obtain a Signal-to-Noise (SNR) spectrum. This will prevent our analysis from being confused by low-frequency noise.\n", "\n", "Lightkurve provides a fairly primitive flattening tool for quicklook analyses. More advanced pipelines exist which e.g. offer the user to fit the granulation background in a more careful way." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `flatten()` method returns a `SNRPeriodogram`. This behaves in the same way as a regular `LombScarglePeriodogram`, except the power is now a unitless signal-to-noise ratio." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 370, "width": 729 } }, "output_type": "display_data" } ], "source": [ "snr = pg.flatten()\n", "snr.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this periodogram, we can create a `Seismology` helper object which will enable us to extract interesting quantities from the periodogram:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Seismology(ID: KIC 10963065) - no values have been computed so far." ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seis = snr.to_seismology()\n", "seis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that seismology is letting us know no values have been estimated so far." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Seismology` class provides an `estimate_numax()` method which uses an Autocorrelation Function (following the techniques in Viani et al. 2019) to find where the power excess is highest in a shape approximately close to what we would expect for a solar-like oscillator's modes." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "numax: $2175.00$ $\\mathrm{\\mu Hz}$ (method: ACF2D)" ], "text/plain": [ "numax: 2175.00 uHz (method: ACF2D)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "numax = seis.estimate_numax()\n", "numax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is not wise to trust the value returned by this method blindly. Fortunately, we have the option to verify the accuracy of the estimate using the `diagnose_numax()` method, which returns a set of diagnostic plots:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 974, "width": 741 } }, "output_type": "display_data" } ], "source": [ "seis.diagnose_numax();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These diagnostic plots suggest that the 2D autocorrelation method returned a reasonable estimate for $\\nu_{\\rm max}$. At time of writing, Lightkurve does not yet return uncertainties on these values. This may change in the future!\n", "\n", "The next step is finding $\\Delta\\nu$. This also uses an autocorrelation method, but increases the width of the window so it covers the whole mode envelope." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Passing in the $\\nu_{\\rm max}$ autocorrelates a region approximately equivalent to the spread of the seismic mode envelope. Because this is where the p-modes reside, the resulting function should show neatly spaced peaks at a frequency lag equal to $\\Delta\\nu$. Seismology stores all its calculated values. You can pass a numax into this function, but ideally we'll want to have run `.estimate_numax()` first.\n", "\n", "We estimate the $\\Delta\\nu$ first, and then have a look at the diagnostics:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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z0/jx42/4Vx8AAMCxCL4BAAAqCQkJsbsEgi06dOhg9z6VQ+nQ0FC7a9p6epr/ly8nJ8cU4Kanp5s+v1GJk8o6derUIIPvihxx3mrSrl07u8bx8/Mzgu/rtaMr+/nnn03tu+++264xbJGQkGAE39K1YLuma8FisZj6Nm/evMrq9cbk0qVL2rVrl/bu3avjx48rJyenSsBd2741ycjIMLUjIyPtmlfHjh3t6n+7sfX9CtUZPXq0cnNzb3kOGRkZ+stf/mJ60Pb888/roYceuuVjAwCAW0PwDQAA4CTBwcF273P27FlTe/HixVq8ePEtzaOgoMDUvnDhgqlt76r0sLCwW5qPIzjjvNXEz8/PruNWDNhreuFefn6+qR0eHm7XGLaIjY3VnXfeaaxg3rZtm0aPHl3t99m4caNKS0uN9sCBA23+K4GGxGq1atWqVfryyy+Nl8/aq7CwsMbPKr+c0pYHJxVV97JbNBzZ2dmaMWOG6YHV8OHDbS51BAAAHIsa3wAAAE7i4+Nj9z62hq32qBzwVV6x6uvra9fx7O3vDM44bzWxt6SKLSoHqPaG67ZKSEgwfi4pKdGWLVuq9CkvL9f69euNtoeHhwYOHOiQ+TiS1WrVvHnztGzZspsOvaWqpU8qqryC395/AxrivYVr8vPzNX36dNNDqYcfflijRo2qv0kBAAATVnwDAAA0YFevXq3zY5aXl9f6eV29MLE+1cd5cyZH/Y769++vjz/+2AiC161bp0cffdTU58CBAzp9+rTR7tatm5o1a+aQ+ThSYmKiqVyLJEVFRalHjx7q2LGjmjdvrqCgIHl5ecnLy8vUb+jQoTaNUblcjr3XZcVV9Wg4CgsLNXPmTJ05c8bY9otf/ELjxo2rx1kBAIDKCL4BAAAasMDAQFN73rx5io6OrtMx/P39Te2a6kzXpLZSD3XN1rrLzjhvzlT5+9RWV/pW+Pr6qn///vruu+8kSZmZmUpJSVGXLl2MPmvXrjXt0xhfallaWqovvvjCaLu5uWnChAk21WW253qvfG/Z+3tz1O8ZN+/KlSuaPXu2jh07Zmzr0qWLJk2a1CjL/QAA4MoodQIAANCAVa4LfurUKYePUXE1ry3snVPlcKimutbVsTUIdMZ5c6bQ0FBTOysry2FjPfLII6b2unXrjJ/z8/O1Z88eo33HHXfovvvuc9hcHCU5Odn0gKd///42v4zw/PnzNo9TuaZ3ZmamzftK0vHjx+3q39g44i8zHMlqtWru3LlKTk42tkVERGjatGlq0qRJPc4MAABUh+AbAACgAevcubOp/b///a/Ox4iMjDS109LS7Nr/8OHDdvWvXOfYnhXmtga+zjhvzlT5+xw8eNBhY4WHh+vuu+822jt37jRqjCclJZnCysGDBzfK0jiVH+48+OCDNu976NAhm/tGRUWZ2j/99JPN+0qO/T07ypUrV2zu29hWtL/zzjvavXu30W7durVmzZrlsJr7AADg1hB8AwAANGD33nuv6WWJe/bs0YULF+p0jJiYGFN7586dNq/Cvnr1qnbs2GHXeJVXY9uzennv3r029XPGeXOmu+++27RSfv/+/crOznbYeBVfcllaWqpNmzaprKxMSUlJxnYvLy8NGDDAYXNwpMoPW+x5ieSmTZts7hsTE2NaCbx7926br8P8/HxTyNpYVHzZ4400phXtS5cu1YYNG4x2SEiI/vznPyskJKQeZwUAAGpD8A0AANCA+fv7q1+/fka7qKhIH374YZ2O0apVK1MN5/z8/Cp1nGuyevVqXbx40a7x7rrrLlO7YumM2mRmZmrXrl029XXGeXMmf39/9e3b12iXlZXpgw8+cNh43bt3N5VXWb9+vfbt26fc3FxjW8+ePavUHm8sKtfePnnypE37/fDDD0pJSbFrnF69ehnt0tJSLV682KZ933///UZXCkSSUlNTbe67b98+B86k7nz99ddauXKl0fbz89OsWbN0xx131OOsAADAjRB8AwAANHDPPPOMvLy8jPaWLVu0dOlSu2pjS9dWVlesTVvR0KFDTe1ly5bpyJEjtR7v559/1meffWbXHCSpTZs2at68udFOT0+/YaCdn5+vN9980+aXW0rOOW/ONGLECHl6/v+76ffu3avFixfbfE5KSkpsLivj4eGhwYMHG+1Tp07pvffeM/WpXAu8MYmIiDC116xZo+Li4lr3OXLkiBYuXGj3WMOHDzf93rZt26YlS5bUeB1evXpVH3zwgXbu3Gn3WA3Bjh07bFr1nZ6eXuWhV3l5uaOmddM2b95semjWpEkT/elPf6pyDQEAgIaH4BsAAKCBa926tX73u9+Ztq1cuVKvv/669uzZU2uQm5OTozVr1mjq1KkaN25cjTWGe/bsqQceeMBoFxUVadq0aVq3bp1KS0tNfUtLS7VmzRrNmDFDJSUlVVbP3oibm5sGDhxo2rZgwQJt3bq1Sl+r1aodO3bo1Vdf1YkTJ+wayxnnzZnatm2r0aNHm7Z98803mjx5sn766acaA/CMjAwtW7ZMo0eP1rFjx2web9CgQabyKmfPnjV+bt++fZW6486Sn5+vnJycm/rvuk6dOplePHn69GlNmzZNJ06cqDJeUVGRVq5cqSlTpujSpUsKCgqya77t2rXTyJEjTdsSExM1fvx4JSYmKi0tTadPn1ZaWpoSExP18ssva/Xq1ZKkPn362DVWQ1BUVKQ333yz1ocsJ0+e1BtvvFHlmrWnTIozZGVl6e233zYF8s8995xatGhx09ceAABwHs8bdwEAAEB9i4+PV35+vpYtW2aERWlpaZo9e7aaNm2qDh06KDg4WE2bNlVRUZEsFouysrLsenHk+PHjNWnSJCOkuXz5st555x0tXbpUUVFR8vf3V0FBgQ4fPmwc19PTU2PHjtWCBQvs+j5PPPGENm3aZIxVXFys+fPn66OPPlJkZKS8vb1lsVh05MgR4wV4Pj4+Gj9+vN544w2bx3HGeXOmRx99VNnZ2UpMTDS2paamaurUqQoICNBdd92lwMBAWa1WWSwWHT9+XAUFBTc1VmhoqOLi4qpdeTxkyJCb/g63at68eTe97/VA2cPDQ6NGjdLcuXONzw4dOqRx48apffv2CgsLk5ubm/Ly8nT48GHj4Y+Hh4cmTpyomTNn2jXuU089pbNnz5pKCJ04cUJLliypcZ977rlHzz77rLZt22ZsaywvEk1JSdFLL72kIUOGKDY2ViEhISotLVV2drb27dunTZs2GefUzc3NCJaTk5O1a9cu4y81Kj6Mqw8XL16s8oBs8eLFNperqej6tQcAAJyH4BsAAKCRGD58uNq3b6+FCxeaVkaWlJTo559/tukYta2YDg0N1Zw5czR9+nSdOnXK2H758mX9+OOPVfp7eXnp1VdfVWRkpB3f4hofHx9NnTpVM2bMMH2X8+fP6/z581X6BwYGasqUKaYSKbZy9HlztjFjxqht27ZasmSJSkpKjO0FBQXav39/nY6VkJBQJfj28fEx1U9vrHr37q3Tp0/rs88+M4LX8vJyZWRkKCMjo0r/Jk2a6JVXXlHXrl3tHsvNzU0vvfSS2rRpo+XLl6uoqKjW/o8++qh+85vfVHmBqY+Pj91jO9uQIUO0du1a5eXl3bAUUkJCgk6ePKkDBw5IulbmZc6cOZKuXef1HXwDAIDGjeAbAACgEenatauWLFmiDRs2KCkpSRkZGbXWxfX09FTHjh11//33q2/fvmrTpk2tx2/ZsqUWLVqkL7/8UmvWrJHFYqn2mN26ddPIkSMVHh5+03/GHxERobfeekvLli3T1q1bqy094uvrqz59+mjkyJEKCQm56bEcfd6cbfDgwYqLi9PKlSu1bds25eXl1djXy8tLXbp0UXx8vKKjo+0aJzY2VuHh4crMzDS29e3bV76+vjc994bk6aefVmRkpD755BMdPXq02j6+vr6Ki4vTL3/5y1t+meETTzyhPn36aMuWLdqzZ4+ys7NlsVgUEBCgZs2a6Z577lF8fLzCw8MlqcpfHvj5+d3S+M7Qu3dvhYWFaenSpbW+nDMhIUEvvPCC9u7dawTfAAAAdcmtvCG+QQQAAAA2KSgoUFpamvLy8nTp0iVdvXpV3t7eCg4OVps2bdS2bVt5e3vf1LGtVqtSU1N1+vRpWSwW+fv7q1mzZoqJiTGtgM7JydGYMWOMdnx8vCZOnGjXWIWFhUpOTlZubq4KCwsVFBSkFi1aqEuXLmratOlNzb82jjxv9SEzM1OZmZm6ePGiCgsL1aRJEwUGBiosLEwRERG3dA4nTZpkWhm/cOFCdejQoS6m3aCcOnVKaWlpunDhgsrLyxUcHKzmzZurc+fOatKkSb3MKSkpSYsWLTLav/3tb5WQkFBnx9+4caPphZ0TJkzQgAED7DrG8uXLtWLFCqM9Z84cxcbGKjMzU+vXr9f+/ft1/vx5Wa1WhYaGKiYmRgMHDlRMTIyxz/r167Vq1SqdO3dOLVq0UFxcnB5//HGFhITc+pdsZOri31MAAHANK74BAAAasYCAAIeVA/Dw8FBsbKxiY2MdcvyKfH191a1bN4ePc50jz1t9CA8PN1YJ16WsrCxT6B0VFeWSobckhYWFKSwsrL6nYZKSkmJq33XXXfU0E/uFh4dr7NixNvUdNGiQBg0a5OAZAQCA2w3BNwAAAIBqVXwZoyQ98sgj9TST24/FYtGOHTuMdpMmTRz+0MFisVQpJxQSElJvK95vB5XP97lz5+ppJgAAuB6CbwAAAABVXLx4URs3bjTaQUFB6t27dz3O6Pbyz3/+U1euXDHavXr1cngA/dFHH+mjjz4ybbteugSOUbGsCQAAqFvu9T0BAAAAAA3P0qVLVVxcbLQTEhLk5eVVjzNq3GbMmKFDhw7dsF9hYaEWLFhgWu3t7u6uoUOHOnJ6AAAALocV3wAAAMBtLj8/X1euXJHValVubq7WrVunnTt3Gp8HBATo8ccfr8cZNn4//vijfvzxR7Vr105xcXHq2LGjWrZsKW9vbxUVFen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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 676, "width": 735 } }, "output_type": "display_data" } ], "source": [ "deltanu = seis.estimate_deltanu()\n", "ax = seis.diagnose_deltanu();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks sensible. More advanced mode-fitting pipelines will likely be able to do slightly better, but this is a good first-look result.\n", "\n", "The real hallmark of a good $\\Delta\\nu$ estimate is that it produces a nice echelle diagram. All periodogram objects have access to the `plot_echelle()` method, which only requires a $\\Delta\\nu$. If we pass it a $\\nu_{\\rm max}$ too, it just shows the area around the seismic mode envelope we care about!" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 360, "width": 724 } }, "output_type": "display_data" } ], "source": [ "seis.plot_echelle();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you prefer to smooth your echelle diagrams a little, we can do so using the `smooth_filter_width` kwarg, which calls `seismology.periodogram.smooth(filter_width=smooth_filter_width)` internally. We can also play around with the plotting keywords a little, to make it more visible." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 376, "width": 737 } }, "output_type": "display_data" } ], "source": [ "seis.plot_echelle(smooth_filter_width=3., scale='log', cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the high signal-to-noise of these data, you can see the radial, dipole, and quadrupole modes clearly in the spectrum, including slight curvature in the mode frequencies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we have a look at the Seismology module now, we'll notice it's holding on to our estimated $\\nu_{\\rm max}$ and $\\Delta\\nu$ values! We can recover them as attributes of seismology:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Seismology(ID: KIC 10963065) - computed values:\n", " * numax: 2175.00 uHz (method: ACF2D)\n", " * deltanu: 103.05 uHz (method: ACF2D)\n" ] }, { "data": { "text/latex": [ "deltanu: $103.05$ $\\mathrm{\\mu Hz}$ (method: ACF2D)" ], "text/plain": [ "deltanu: 103.05 uHz (method: ACF2D)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(seis)\n", "seis.deltanu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's use these asteroseismic quantities to estimate the stellar parameters of the target star." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Estimating stellar parameters (mass, radius, surface gravity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lightkurve provides easy access to basis asteroseismic scaling relationships. This comes with a few caveats, e.g. uncertainties are not supported at this time, and Lightkurve is not not equipped (yet) to deal with corrections to the scaling relations that are required to get accurate stellar parameters for more evolved stars.\n", "\n", "Using the values reported in the Asteroseismic Modelling Portal (AMP) reported in [Mathur et al. 2012](https://arxiv.org/abs/1202.2844), we know the temperature of our target to be $T_{\\rm eff} = 6046\\, K$, and we have pre-exiting literature values available:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Teff = 6046\n", "trueradius = 1.20\n", "truemass = 1.03\n", "truelogg = 4.29" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is how we can approach these values using Lightkurve's built-in scaling relations:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "mass: $1.10$ $\\mathrm{M_{\\odot}}$ (method: Uncorrected Scaling Relations)" ], "text/plain": [ "mass: 1.10 solMass (method: Uncorrected Scaling Relations)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mass = seis.estimate_mass(Teff)\n", "mass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same again for radius and surface gravity." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "radius: $1.24$ $\\mathrm{R_{\\odot}}$ (method: Uncorrected Scaling Relations)" ], "text/plain": [ "radius: 1.24 solRad (method: Uncorrected Scaling Relations)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radius = seis.estimate_radius(Teff)\n", "radius" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "logg: $4.30$ $\\mathrm{dex}$ (method: Uncorrected Scaling Relations)" ], "text/plain": [ "logg: 4.30 dex (method: Uncorrected Scaling Relations)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logg = seis.estimate_logg(Teff)\n", "logg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The literature values for these are:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Radius : 1.2 vs 1.24 Rsol\n", "Mass : 1.03 vs 1.10 Msol\n", "logg : 4.29 vs 4.30 dex\n" ] } ], "source": [ "print('Radius : {} vs {:.2f} Rsol'.format(trueradius, radius.value))\n", "print('Mass : {} vs {:.2f} Msol'.format(truemass, mass.value))\n", "print('logg : {} vs {:.2f} dex'.format(truelogg, logg.value))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a good match!\n", "\n", "This ends this tutorial on Lightkurve's suite of asteroseismology tools. We hope it will make quick-look asteroseismic analyses more accessible!" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }