{ "cells": [ { "cell_type": "markdown", "id": "2b722875-bc54-43a9-8f42-ea1dee55cb17", "metadata": {}, "source": [ "# Age Interpolation for Particles with No Thermal History\n", "ASPECT models frequently add and remove particles during a model run to maintain a certain particle density in different parts of the model. This means that new particles will not have any previous thermal history when added. GDTchron by default interpolates the age and thermal history of these particles using their nearest neighbors when they are added, but this feature has to potential to introduce error and can be turned off. When turned off, all new particles introduced during a model run will show no data for a given thermochronometric system for all timesteps in which they appear.\n", "\n", "This notebook uses results from `process_riftinversion.ipynb` to show differences in results in a small portion of a rift inversion model when interpolation is turned on and off in GDTchron. Like the other rift inversion notebooks, this cannot be reproduced directly without access to large local source files and is intended as an example demonstration only." ] }, { "cell_type": "code", "execution_count": 1, "id": "6f184420-5b38-42ac-a3b3-070b79f3d3e8", "metadata": {}, "outputs": [], "source": [ "# Imports\n", "import cmcrameri.cm as cmc\n", "import matplotlib.cm as cm\n", "import matplotlib.colors as mcolors\n", "import matplotlib.pyplot as plt\n", "import pyvista as pv\n", "from matplotlib.lines import Line2D\n", "\n", "import gdtchron as gdt\n", "\n", "plt.rcParams['pdf.fonttype'] = 42" ] }, { "cell_type": "markdown", "id": "69af1ba0", "metadata": {}, "source": [ "The cell below gets the meshes for the relevant files and sets some plotting parameters" ] }, { "cell_type": "code", "execution_count": null, "id": "cd64306f-2c23-4114-a998-a6a8eda6d268", "metadata": {}, "outputs": [], "source": [ "file_nointerp = 'meshes_ahe_nointerp/meshes_ahe_nointerp_360.vtu'\n", "file_interp = 'meshes_tchron/meshes_tchron_360.vtu'\n", "\n", "mesh_nointerp = pv.read(file_nointerp)\n", "mesh_nointerp.points /= 1e3 # Convert m to km\n", "# Convert Y position to depth\n", "mesh_nointerp.points[:, 1] = -(mesh_nointerp.points[:, 1] - 600) \n", "\n", "mesh_interp = pv.read(file_interp)\n", "mesh_interp.points /= 1e3 # Convert m to km\n", "# Convert Y position to depth\n", "mesh_interp.points[:, 1] = -(mesh_interp.points[:, 1] - 600) \n", "\n", "field = 'AHe'\n", "cmap = cmc.lapaz_r\n", "bounds = [550, 554, -2, 2] # km, X position and depth\n", "bar = False\n", "clim = (0, 2) # Ma\n", "point_size = 20" ] }, { "cell_type": "markdown", "id": "36bab4ed", "metadata": {}, "source": [ "The cell below makes the comparison plot" ] }, { "cell_type": "code", "execution_count": 3, "id": "ec6c7c52-da21-42bb-8d15-a28ebae704a2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0m\u001b[33m2025-11-19 21:26:33.737 ( 1.767s) [ 7A993AB8E740]vtkXOpenGLRenderWindow.:1458 WARN| bad X server connection. DISPLAY=\u001b[0m\n", "/tmp/ipykernel_680/782270893.py:35: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, dpi=300, figsize=(7, 3.25))\n", "\n", "gdt.plot_vtk_2d(mesh_nointerp, field=field, bounds=bounds, ax=axs[0],\n", " cmap=cmap, colorbar=bar, clim=clim, point_size=point_size, \n", " nan_color='red')\n", "\n", "gdt.plot_vtk_2d(mesh_interp, field=field, bounds=bounds, ax=axs[1],\n", " cmap=cmap, colorbar=bar, clim=clim, point_size=point_size)\n", "\n", "for k, ax in enumerate(axs):\n", " ax.set_xlabel('X Position (km)')\n", " ax.set_ylabel('Depth (km)')\n", " ax.invert_yaxis()\n", " ax.set_yticks([2, 1, 0, -1, -2]) # km, depth\n", " ax.annotate(chr(97 + k) + ')', (-0.1, 1.1), xycoords='axes fraction', fontsize=12)\n", " ax.tick_params(labelsize=8)\n", "\n", "cax = fig.add_axes([0.12, -0.09, 0.3, 0.05])\n", "norm = mcolors.Normalize(vmin=clim[0], vmax=clim[1])\n", "sm = cm.ScalarMappable(cmap=cmap, norm=norm)\n", "plt.colorbar(sm, cax=cax, orientation='horizontal')\n", "cax.set_title('AHe Age (Ma)', fontsize=8)\n", "cax.tick_params(labelsize=8)\n", "\n", "no_data_patch = Line2D(\n", " [0], [0], marker='s', color='w', markerfacecolor='red',\n", " markersize=5, label='No Data'\n", " )\n", "\n", "axs[0].legend(handles=[no_data_patch], fontsize=6)\n", "\n", "axs[0].set_title('No Interpolation')\n", "axs[1].set_title('With Interpolation')\n", "\n", "plt.tight_layout()\n", "fig.savefig('interpolation.pdf', bbox_inches='tight')" ] } ], "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }