{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Separatrix Operational Space\n", "\n", "Although `cfsPOPCON` is mainly designed for performing POPCON analyses, it is flexible enough to be applied for a range of different models. In this notebook, we show how `cfsPOPCON` can be used to reproduce the \"SepOS\" analysis in [\"Eich, Manz and the ASDEX Upgrade Team, Nucl. Fusion 61 (2021) 086017, The separatrix operational space of ASDEX Upgrade due to interchange-drift-Alfvén turbulence\"](https://doi.org/10.1088/1741-4326/ac0412)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/tbody/Projects/cfspopcon\n", "Running in /Users/tbody/Projects/cfspopcon\n" ] } ], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "\n", "import xarray as xr\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "\n", "import cfspopcon\n", "from cfspopcon.unit_handling import ureg\n", "\n", "# Change to the top-level directory. Required to find radas_dir in its default location.\n", "%cd {Path(cfspopcon.__file__).parents[1]}\n", "# As a sanity check, print out the current working directory\n", "print(f\"Running in {Path('').absolute()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've set up an example case in `example_cases/AUG_SepOS`. To use this case, we load and run it just like a normal POPCON analysis." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "input_parameters, algorithm, points, plots = cfspopcon.read_case(\"example_cases/AUG_SepOS\")\n", "dataset = xr.Dataset(input_parameters)\n", "dataset = algorithm.update_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's already performed the computation! However, we want to make sure that we've implemented everything correctly. For this, we took a few points from the paper and will compare the results of our analysis with these results." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sepos_reference = cfspopcon.formulas.separatrix_conditions.separatrix_operational_space.read_AUG_SepOS_reference()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "plot_style = cfspopcon.read_plot_style(\"example_cases/AUG_SepOS/plot_sepos.yaml\")\n", "\n", "cfspopcon.plotting.make_plot(\n", " dataset,\n", " plot_style,\n", " points=points,\n", " title=\"SepOS example\",\n", " output_dir=None,\n", " ax=ax,\n", ")\n", "\n", "ax.scatter(\n", " sepos_reference[\"LH_transition\"][\"separatrix_density\"], sepos_reference[\"LH_transition\"][\"separatrix_temp\"],\n", " color=\"tab:blue\"\n", ")\n", "ax.scatter(\n", " sepos_reference[\"density_limit\"][\"separatrix_density\"], sepos_reference[\"density_limit\"][\"separatrix_temp\"],\n", " color=\"tab:red\"\n", ")\n", "ax.scatter(\n", " sepos_reference[\"MHD_limit\"][\"separatrix_density\"], sepos_reference[\"MHD_limit\"][\"separatrix_temp\"],\n", " color=\"black\"\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that we're matching the result from the paper quite closely, and so we're confident that our algorithm is doing the right thing. We can also reproduce the results for the power crossing the separatrix." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '$P_{SOL,i} [MW]$')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from cfspopcon.shaping_and_selection import find_coords_of_contour, interpolate_onto_line\n", "\n", "fig, axs = plt.subplots(ncols=2)\n", "\n", "axs[0].scatter(\n", " sepos_reference[\"LH_power_in_electron_channel\"][\"separatrix_density\"], sepos_reference[\"LH_power_in_electron_channel\"][\"separatrix_power\"],\n", " color=\"tab:blue\"\n", ")\n", "axs[1].scatter(\n", " sepos_reference[\"LH_power_in_ion_channel\"][\"separatrix_density\"], sepos_reference[\"LH_power_in_ion_channel\"][\"separatrix_power\"],\n", " color=\"tab:orange\"\n", ")\n", "\n", "contour_x, contour_y = find_coords_of_contour(dataset.SepOS_LH_transition,\n", " x_coord=\"dim_separatrix_electron_density\",\n", " y_coord=\"dim_separatrix_electron_temp\",\n", " level=1.0\n", " )\n", "\n", "interpolate_onto_line(dataset.sustainment_power_in_electron_channel, contour_x, contour_y).plot(ax=axs[0])\n", "interpolate_onto_line(dataset.sustainment_power_in_ion_channel, contour_x, contour_y).plot(ax=axs[1], color=\"tab:orange\")\n", "\n", "for ax in axs:\n", " ax.set_xlabel(\"$n_{e,sep} [10^{19}m^{-3}]$\")\n", " ax.set_ylabel(\"\")\n", "axs[0].set_title(\"$P_{SOL,e} [MW]$\")\n", "axs[1].set_title(\"$P_{SOL,i} [MW]$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, the power crossing the separatrix in the electron channel is reproduced quite closely. The power in the ion channel isn't matched so well, but this is due to a different assumption for $\\chi_i$." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }