{ "cells": [ { "cell_type": "markdown", "id": "adc50dd0-d22d-455b-95d4-92d5fc075bc3", "metadata": {}, "source": [ "# Ionization Spectral Modelling \n", "\n", "One important aspect of SIROCCO is that, when using one of the rate matrix options for the ionization treatment of simple atoms, a model for the mean intensity is required. Through the [Wind.ionization](../input/parameters/wind/Wind/Wind.ionization.rst) keyword, the user has the option to model the mean intensity either as a dilute blackbody (`matrix_bb`: $J_\\nu = W B_\\nu(T_r)$) or following the procedure described by [Higginbottom+ 2013](https://ui.adsabs.harvard.edu/abs/2013MNRAS.436.1390H/abstract) (`matrix_pow`). In the latter case, we construct a model for the mean intensity by splitting the entire frequency range into a series of coarse bands, where the bands are usually explicitly tied to photon generation (but with a minimum of seven frequency bands for the spectral model). \n", "\n", "It is important to ensure the spectral model reasonably characterises the in cell spectrum and that the banding strategy chosen is sufficient. You may need to adjust the banding based on running these diagnostics, particular if there are too few bands for the complexity of the spectrum. Please see [the banding page](../radiation/banding.rst), as well as [these github issues](https://github.com/sirocco-rt/sirocco/issues?q=label%3Abanding).\n", "\n", "This notebook shows you how to use PySi to look at the in cell spectrum for a given cell, as well as the spectral model in that cell. This code can then be adjusted to look at cell spectra and models for an entire simulation. Before running the below code, you must have run \n", "\n", " windsave2table -xall run_name \n", "\n", "On your simulation named `run_name`. \n", "\n", "Please note that macro-atoms always have their level populations and ion fractions obtained self-consistently from MC estimators following Lucy (2003) (see e.g., Matthews thesis). " ] }, { "cell_type": "code", "execution_count": 1, "id": "8a429341-b064-4ff2-969c-a3a30788ce9a", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pysi \n", "from pysi.wind import Wind\n", "root = \"run128\"\n", "directory = \"agn_test/\"\n", "wind = Wind(root = root, directory = directory)" ] }, { "cell_type": "code", "execution_count": 38, "id": "98d93eb3-95c0-44dc-bbb3-ac7f4cf0b316", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i, j = wind.get_ij_from_elem_number(100) # gets the i,j coordinate for wind cell 100\n", "fig, ax = wind.plot_cell_spectrum(i,j)\n", "_ = wind.plot_cell_model(i,j, fig=fig, ax=ax)" ] }, { "cell_type": "markdown", "id": "0fea3c23-2f60-44cf-8f08-09e062f209b4", "metadata": {}, "source": [ "The following function will make a plot that shows you what is happening under the hood (i.e. which variables contain the information) and also where the cell is in the wind. " ] }, { "cell_type": "code", "execution_count": 43, "id": "7993dc35-8d6f-4ee7-801d-6d33170952bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cell 2 is not in wind\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/matthewsj/.mpi_temp/ipykernel_95633/2141820871.py:9: RuntimeWarning: divide by zero encountered in log10\n", " ax[0].pcolormesh(wind[\"x\"], wind[\"z\"], np.log10(wind[\"ne\"]), cmap=\"viridis\")\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def cell_spectrum_plot(nwind):\n", " i, j = wind.get_ij_from_elem_number(nwind)\n", "\n", " if wind[\"inwind\"][i,j] < 0:\n", " print (\"Cell {} is not in wind\".format(nwind))\n", " return None, None\n", "\n", " fig, ax = plt.subplots(figsize = (10,6), nrows = 1, ncols = 2)\n", " ax[0].pcolormesh(wind[\"x\"], wind[\"z\"], np.log10(wind[\"ne\"]), cmap=\"viridis\")\n", " ax[0].scatter(wind[\"xcen\"][i,j], wind[\"zcen\"][i,j], c=\"C3\", ec=\"k\")\n", " ax[0].loglog()\n", " ax[0].set_xlim(1e16,1e19)\n", " ax[0].set_ylim(1e14,1e19) \n", "\n", " wind.plot_cell_spectrum(i,j, fig=fig, ax=ax[1])\n", " wind.plot_cell_model(i,j, fig=fig, ax=ax[1])\n", " # the below is a way to do this manually \n", " # ax[1].plot(wind[\"spec_freq\"][i,j], wind[\"spec_flux\"][i,j])\n", " # ax[1].plot(wind[\"model_freq\"][i,j], wind[\"model_flux\"][i,j])\n", " # ax[1].loglog()\n", " return (fig, ax)\n", "\n", "cell_spectrum_plot(2)\n", "_ = cell_spectrum_plot(400)\n", " " ] }, { "cell_type": "markdown", "id": "d949ac7c-982d-46cc-bf2f-07fe17487439", "metadata": {}, "source": [ "Note the use of the inwind variable to avoid the cells outside the wind. To loop over the wind domain, you can embed the above function in a for loop over the total number of wind cells obtained from. Here's a function that, combined with the above function, would do that and save the above plot for every cell in the wind for a given root like `run128`." ] }, { "cell_type": "code", "execution_count": 46, "id": "bc83d673-d50a-4d57-9714-48c27b6329d6", "metadata": {}, "outputs": [], "source": [ "def all_cell_spectra(run_name=\"run128\", directory =\"agn_test/\"):\n", " wind = Wind(root = root, directory = directory)\n", " for n in range(wind.n_cells):\n", " fig, ax = cell_spectrum_plot(n)\n", " if fig is not None:fig.savefig(\"incell_{}_{}.png\".format(run_name, n))" ] } ], "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }