{ "cells": [ { "cell_type": "markdown", "id": "0e0e3f6c-fdfd-48e3-b329-4cbdc628ce9b", "metadata": {}, "source": [ "# CLEAN algorithm" ] }, { "cell_type": "markdown", "id": "2125ba19-2beb-4893-b22c-7b065a201dcc", "metadata": {}, "source": [ "The CLEAN algorithm (https://en.wikipedia.org/wiki/CLEAN_(algorithm)) can be used on any spectrum.\n", "\n", "Please note that it must be used with great care and is **only useful to help visual inspection of emission lines spectra**, in particular to help discover multiple components by eye. It does not give more informations. On the contrary, it may introduce errors and cannot recover absorptions lines since it assumes that 1) the background can be modeled as a low order polynomial and 2) that the spectrum contains only emission lines. It does not recover low SNR lines." ] }, { "cell_type": "code", "execution_count": 1, "id": "07b4a800-8edf-4e21-8a54-b3a22560ad28", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":241: RuntimeWarning: gvar._svec_smat.smat size changed, may indicate binary incompatibility. Expected 248 from C header, got 464 from PyObject\n" ] } ], "source": [ "import numpy as np\n", "import pylab as pl\n", "import orcs.core\n", "import orb.utils.spectrum" ] }, { "cell_type": "markdown", "id": "149d9481-a9ab-40fe-986b-203d6a240613", "metadata": {}, "source": [ "## Example on a real spectrum" ] }, { "cell_type": "code", "execution_count": 9, "id": "76afdfff-50b3-45ab-9411-5533b9dae941", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mmaster.e47f|INFO| CFHT version\u001b[0m\n", "\u001b[0mmaster.e47f|INFO| Cube is level 2.5\u001b[0m\n", "\u001b[0mmaster.e47f|INFO| shape: (2048, 2064, 847)\u001b[0m\n", "\u001b[0mmaster.e47f|INFO| wavenumber calibration: True\u001b[0m\n", "\u001b[0mmaster.e47f|INFO| flux calibration: True\u001b[0m\n", "\u001b[0mmaster.e47f|INFO| wcs calibration: True\u001b[0m\n" ] }, { "data": { "text/plain": [ "(14550.0, 15500.0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cube = orcs.core.SpectralCube('/home/thomas/data/M1_2022_SN3.merged.cm1.hdf5')\n", "spectrum = cube.get_spectrum(1000,1000,10)\n", "\n", "cleaned_spectrum = spectrum.clean(precision=100, threshold=None, cleaned_ils='gaussian', oversampling=2)\n", "\n", "pl.figure(figsize=(20,5))\n", "pl.plot(spectrum.axis.data, spectrum.data.real, label='original')\n", "pl.plot(cleaned_spectrum.axis.data, cleaned_spectrum.data.real, label='cleaned')\n", "pl.legend()\n", "pl.xlim(14550, 15500)" ] }, { "cell_type": "markdown", "id": "e38372dc-5e83-4f7e-9b11-21d20b6faafe", "metadata": {}, "source": [ "## Example on a simulated spectrum\n", "\n", "This part can be used for testing purpose" ] }, { "cell_type": "code", "execution_count": 5, "id": "d075bbd6-83d6-4dbc-95d7-a64b742e48cb", "metadata": { "tags": [] }, "outputs": [], "source": [ "import orb.sim" ] }, { "cell_type": "code", "execution_count": 6, "id": "7312d6a6-f390-4c3e-9fe7-6d7232eb8d99", "metadata": {}, "outputs": [], "source": [ "# simulate a spectrum\n", "Interf = orb.sim.Interferogram(500, params='SN3')\n", "Interf.add_line('Halpha', flux=2)\n", "Interf.add_line('Halpha', flux=2, vel=140)\n", "Interf.add_line('[NII]6548', flux=0.5)\n", "Interf.add_line('[NII]6584', flux=0.3)\n", "interf = Interf.get_interferogram()\n", "spectrum = interf.get_spectrum()" ] }, { "cell_type": "code", "execution_count": 8, "id": "ce1444a6-2348-444d-b36e-24bbe6663783", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Fit results ===\n", "lines: ['H3', 'H3', '[NII]6548', '[NII]6584'], fmodel: gaussian\n", "iterations: 67, fit time: 4.11e-02 s\n", "number of free parameters: 10, BIC: -3.23296e+03, chi2: 2.54e-04\n", "Velocity (km/s): [-3.176(79) 139.701(95) -3.42(32) -1.37(54)] \n", "Flux: [2.0808(53) 2.0524(55) 0.5260(27) 0.3224(26)]\n", "Broadening (km/s): [nan +- nan nan +- nan nan +- nan nan +- nan]\n", "SNR (km/s): [563.61733295 509.66365136 209.8667744 128.88334292]\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cleaned_spectrum = spectrum.clean(threshold=0.1, oversampling=1)\n", "fit = cleaned_spectrum.fit(['Halpha', 'Halpha', '[NII]6548', '[NII]6584'], fmodel='gaussian', fwhm_def='1', pos_def=['1', '2', '3', '4'], pos_cov=[0,170,0,0])\n", "\n", "pl.figure(figsize=(20,5))\n", "spectrum.plot(label='orignal')\n", "cleaned_spectrum.plot(label='cleaned')\n", "fit.get_spectrum().plot(label='fit')\n", "pl.xlim(15000, 15500)\n", "pl.legend()\n", "\n", "print(fit)" ] }, { "cell_type": "code", "execution_count": null, "id": "8efc129d-b749-4e14-96ee-11ebd512132e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }