{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%%\n" } }, "source": [ "## Exploring a surface mesh" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from tvb.simulator.lab import *" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Surface level simulations in TVB use a triangular mesh surface to represent the \n", "folded cortical surface, similar triangular mesh surfaces are used to represent \n", "the boundaries between brain and skull, skull and skin, and skin and air, that \n", "are used in the calculation of EEG and MEG forward solutions. This tutorial \n", "covers a few basic ways of looking at the properties of these surfaces.\n", "\n", "One of the things we'll be looking for is how well regularised the mesh is -- **a\n", "well regularised a mesh has a narrow distribution of edge lengths and triangle \n", "areas**. For most uses in TVB, it is important to have a well regularised mesh. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "\n", "

CorticalSurface

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "

\n", "

Cortical or pial surface.

\n", "
\n", "

value
Edge lengths, longest (mm)
7.756718245437372
Edge lengths, mean (mm)
3.9760529287149735
Edge lengths, shortest (mm)
0.6638077082371072
Has two hemispheres
False
Number of edges
49140
Number of triangles
32760
Number of vertices
16384
Surface type
CorticalSurface
Valid for simulations
True
" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ctx = surfaces.CorticalSurface.from_file()\n", "ctx.configure()\n", "ctx" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We can see a number of basic properties of the mesh here, such as the number of vertices,\n", "edges and triangles making up the surface. A summary of the edge lengths is also included,\n", "this is useful to know what scale of features, eg LocalConnectivity, we can expect to be \n", "able to represent on this surface. As a Cortex also has a large-scale Connectivity \n", "associated with it we see some \"Region\" information as well, here it is TVB's default 76\n", "region connectivity matrix. As we can see, this Connectivity parcellates the cortex into \n", "regions with a fairly broad range of sizes.\n", "\n", "Looking in more detail, we can plot the distributions of things like edge lengths and \n", "triangle areas to see in more detail whether the mesh is well regularised..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'mm$^2$')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.subplot(121)\n", "plt.hist(ctx.edge_lengths, bins=100)\n", "plt.title(\"Distribution of Edge Lengths\")\n", "plt.xlabel(\"mm\")\n", "\n", "plt.subplot(122)\n", "plt.hist(ctx.triangle_areas, bins=100)\n", "plt.title(\"Distribution of Triangle Areas\")\n", "plt.xlabel(\"mm$^2$\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tvb.simulator.plot.head_plotter_3d import HeadPlotter3D\n", "HeadPlotter3D.display_surface(ctx)" ] }, { "cell_type": "code", "execution_count": null, "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }