{ "cells": [ { "cell_type": "markdown", "id": "3fd14376", "metadata": {}, "source": [ "# Detailed peakbagging\n", "The detailed peakbagging stage is meant to remove the constraints from the various models we use to define the frequency pattern in the mode ID stage. \n", "\n", "It's possible to run the peakbag stage without doing the mode ID stage first, so that you can supply your own solutions if the mode ID is wonky. It's even possible to run it with just the angular degree and frequencies as inputs, but performs a lot better if you pass it the mode heights and widths too.\n", "\n", "Let's start by loading in the spectrum.\n", "\n", "**Note:** You may want to use the full resolution spectrum for the detailed peakbagging. It will take longer but should give you the highest precision on your frequencies." ] }, { "cell_type": "code", "execution_count": 1, "id": "0fcab3c5", "metadata": {}, "outputs": [], "source": [ "from pbjam import IO\n", "\n", "tgt = 'KIC5184732'\n", "\n", "psd = IO.psd(tgt, lk_kwargs={'exptime': 60, 'mission':'Kepler', 'author':'Kepler'})\n", " \n", "psd()\n", "\n", "f = psd.freq\n", "\n", "s = psd.powerdensity" ] }, { "cell_type": "markdown", "id": "e92c85d1", "metadata": {}, "source": [ "The `peakbag` module requires some inputs in the form of mode frequenices, heights and widths. These can be supplied manually, but we'll use the `modeID` to generate them for us. You should read the mode ID notebook for more details. \n", "\n", "**Note:** As in the mode ID notebook we use a downsampled version of the spectrum since the full resolution isn't necessary for mode ID on this star." ] }, { "cell_type": "code", "execution_count": 2, "id": "9fe2d01d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "14000it [03:30, 66.50it/s, +600 | bound: 149 | nc: 1 | ncall: 402184 | eff(%): 3.636 | loglstar: -inf < -7098.590 < inf | logz: -7119.615 +/- 0.171 | dlogz: 0.000 > 0.100]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Input Teff=5846K and dnu=95.545muHz suggests the appropriate l=1 model is: ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "1445it [00:06, 237.29it/s, +150 | bound: 41 | nc: 1 | ncall: 26694 | eff(%): 6.009 | loglstar: -inf < -5834.160 < inf | logz: -5841.417 +/- 0.200 | dlogz: 0.001 > 0.100]\n", "4212it [00:16, 258.88it/s, +150 | bound: 161 | nc: 1 | ncall: 90335 | eff(%): 4.837 | loglstar: -inf < -5834.154 < inf | logz: -5841.417 +/- 0.189 | dlogz: 0.000 > 0.000]\n" ] } ], "source": [ "from pbjam.modeID import modeID\n", "\n", "obs = {'teff' : (5846, 80), # K\n", " 'bp_rp': (0.819174, 0.05),\n", " 'numax': (2089.3, 20.0), # muHz\n", " 'dnu' : (95.545, 0.5)} # muHz\n", " \n", "downSampling = 10\n", "\n", "M = modeID(f[::downSampling], s[::downSampling], obs, N_p=7)\n", "\n", "M()\n", "\n", "modeID_result = M.result" ] }, { "cell_type": "markdown", "id": "ad41d06d", "metadata": {}, "source": [ "We can now supply the mode ID solution to the `peakbag` module. Again, these can be supplied manually if you disagree with the mode ID. Furthermore, they can be any combination of angular degrees that you can find. If you supply only $\\ell=2,0$ mode pairs, then PBjam will mask out the regions in between the pairs so reduce the effect of the $\\ell=1$ mode power. This behavior is then identical to that of the first release of PBjam.\n", "\n", "At this stage we have the choice of two samplers, either `emcee` or `Dynesty`. `emcee` is likely the best choice for main-sequence or sub-giant stars since the solutions are not likely to be multimodal. However, for red giants, the `Dynesty` sampler may work better. In this case since we're looking at a main-sequence star we'll just use `emcee`." ] }, { "cell_type": "code", "execution_count": 3, "id": "eda32919", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using emcee to sample.\n" ] } ], "source": [ "from pbjam.peakbagging import peakbag\n", "\n", "pb = peakbag(f, s, \n", " ell=modeID_result['ell'], \n", " freq=modeID_result['summary']['freq'], \n", " height=modeID_result['summary']['height'], \n", " width=modeID_result['summary']['width'], \n", " samplerType='emcee')" ] }, { "cell_type": "markdown", "id": "cf1816b5", "metadata": {}, "source": [ "We can now simply call the `pb` class instance to start the sampling." ] }, { "cell_type": "code", "execution_count": 4, "id": "7ffa161c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Peakbagging slice 1/1\n", "Burning in sampler\n", "Convergence >> 1: 20.0\n", "Convergence >> 1: 7.9\n", "Convergence >> 1: 3.7\n", "Convergence >> 1: 2.1\n", "Convergence >> 1: 1.6\n", "Convergence >> 1: 0.9\n", "Sampling posterior.\n", "Time taken 40.9 minutes\n" ] } ], "source": [ "pb_result = pb()" ] }, { "cell_type": "markdown", "id": "b6dd1e3b", "metadata": {}, "source": [ "As with the mode ID class we can use there are several plotting functions available with the peakbag class." ] }, { "cell_type": "code", "execution_count": 5, "id": "86ad5158", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pb.spectrum();" ] }, { "cell_type": "markdown", "id": "e91bb40d", "metadata": {}, "source": [ "And the results are stored in the `result` attribute." ] }, { "cell_type": "code", "execution_count": 6, "id": "f07afa5e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ell': array([1., 1., 1., 1., 1., 1., 1., 0., 0., 0., 0., 0., 0., 0., 2., 2., 2.,\n", " 2., 2., 2., 2.]),\n", " 'enn': array([], dtype=float64),\n", " 'emm': array([], dtype=float64),\n", " 'zeta': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0.]),\n", " 'summary': {'freq': array([[1.80051325e+03, 1.89561495e+03, 1.99151765e+03, 2.08744830e+03,\n", " 2.18331039e+03, 2.27905716e+03, 2.37501062e+03, 1.75667208e+03,\n", " 1.85109350e+03, 1.94664732e+03, 2.04237008e+03, 2.13821501e+03,\n", " 2.23357230e+03, 2.32915235e+03, 1.75016216e+03, 1.84463450e+03,\n", " 1.94039484e+03, 2.03636428e+03, 2.13241863e+03, 2.22800926e+03,\n", " 2.32422880e+03],\n", " [8.40673891e-02, 7.50538996e-02, 6.56138458e-02, 7.36483197e-02,\n", " 7.32410193e-02, 9.58037752e-02, 1.35408529e-01, 7.67754829e-02,\n", " 8.92006983e-02, 5.92298605e-02, 6.18582392e-02, 6.39755237e-02,\n", " 8.65581199e-02, 2.19227929e-01, 2.42418023e-01, 9.10180782e-02,\n", " 1.06559029e-01, 1.00104906e-01, 1.06280565e-01, 1.27107128e-01,\n", " 4.24271752e-01]]),\n", " 'height': array([[ 5.79128615, 8.22032029, 11.95249479, 10.76948957, 11.28664018,\n", " 5.87968901, 3.28335064, 3.77110819, 3.61778066, 6.9665387 ,\n", " 7.25073486, 8.06398178, 5.3557734 , 2.07059552, 1.49291298,\n", " 4.03741678, 5.24465475, 6.36840621, 5.88581612, 4.43242587,\n", " 1.72085399],\n", " [ 0.91443554, 1.12560223, 1.52357902, 1.24695368, 1.30438551,\n", " 0.67193349, 0.37748012, 0.65989506, 0.54623974, 1.10892773,\n", " 1.11911167, 1.15869308, 0.70850541, 0.29956018, 0.4805849 ,\n", " 1.10865895, 1.1194841 , 1.29569607, 1.06656162, 0.8649597 ,\n", " 0.42994869]]),\n", " 'width': array([[1.17539568, 1.36182374, 1.22544065, 1.71987551, 1.63334375,\n", " 2.30339515, 3.01546331, 1.18456856, 1.52216473, 1.12199093,\n", " 1.26975217, 1.26597507, 1.78860729, 2.64380514, 1.66357037,\n", " 0.79239644, 1.04514233, 0.97045981, 1.3531044 , 1.36660941,\n", " 2.52352623],\n", " [0.15816055, 0.15409301, 0.12133522, 0.15407634, 0.14175993,\n", " 0.21622292, 0.31824957, 0.17922021, 0.19202917, 0.13620725,\n", " 0.15150876, 0.13958386, 0.20460472, 0.49781099, 0.65158012,\n", " 0.23768347, 0.22688362, 0.19196636, 0.25470333, 0.28652632,\n", " 0.76112323]])},\n", " 'samples': {'freq': array([[1800.45696455, 1895.58652671, 1991.6266081 , ..., 2132.40180627,\n", " 2228.02975421, 2324.56840587],\n", " [1800.55295752, 1895.52225684, 1991.54347547, ..., 2132.51033581,\n", " 2227.99395204, 2324.34059425],\n", " [1800.41303081, 1895.62118029, 1991.56827201, ..., 2132.44590429,\n", " 2228.30015237, 2324.17039188],\n", " ...,\n", " [1800.50132343, 1895.63735084, 1991.57298626, ..., 2132.27036641,\n", " 2227.99089577, 2323.98830377],\n", " [1800.45624105, 1895.63618123, 1991.61056237, ..., 2132.29100196,\n", " 2227.80681509, 2324.11101925],\n", " [1800.45702494, 1895.74367884, 1991.59332777, ..., 2132.44667633,\n", " 2227.95631915, 2323.8349625 ]], shape=(5226, 21)),\n", " 'height': array([[ 4.19921349, 8.96774968, 11.77024224, ..., 4.83223349,\n", " 5.02720812, 1.4472977 ],\n", " [ 5.80495875, 8.24294508, 13.09836967, ..., 6.49803962,\n", " 3.88136514, 1.61305667],\n", " [ 4.15985956, 7.88057378, 12.10614834, ..., 4.07950879,\n", " 3.81225107, 1.53008184],\n", " ...,\n", " [ 6.12680272, 6.54649357, 12.92031861, ..., 4.19881657,\n", " 5.24416273, 1.47893829],\n", " [ 5.22250879, 7.01075804, 9.13806246, ..., 7.81823398,\n", " 3.78094047, 1.61030786],\n", " [ 5.46150239, 8.54984883, 12.07713072, ..., 6.3565341 ,\n", " 5.7708729 , 1.29988244]], shape=(5226, 21)),\n", " 'width': array([[1.57116663, 1.21851709, 1.31097587, ..., 1.57059547, 1.22461282,\n", " 2.75762082],\n", " [1.2405235 , 1.36733438, 1.20148304, ..., 1.06075531, 1.55413867,\n", " 2.30380061],\n", " [1.45864666, 1.3445074 , 1.25666545, ..., 1.93093499, 1.5588693 ,\n", " 2.12273995],\n", " ...,\n", " [0.92179802, 1.56087916, 1.20509988, ..., 1.71389531, 1.23485994,\n", " 1.80143918],\n", " [1.25606277, 1.46011771, 1.52777054, ..., 1.03005689, 1.47549891,\n", " 2.26282833],\n", " [1.14040853, 1.29652049, 1.17682926, ..., 1.20994087, 0.90063661,\n", " 2.646296 ]], shape=(5226, 21))},\n", " 'kstest': {'significant': array([ True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True]),\n", " 'pvalue': array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0.]),\n", " 'statistic': array([0.48599092, 0.50672442, 0.47275587, 0.48925317, 0.48119263,\n", " 0.49476742, 0.51807656, 0.59109806, 0.49098902, 0.51267434,\n", " 0.52054528, 0.53065531, 0.62144536, 0.66974976, 0.62831818,\n", " 0.53463624, 0.54781342, 0.56803892, 0.58706188, 0.51335538,\n", " 0.44454581])}}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pb.result" ] } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }