{ "cells": [ { "cell_type": "markdown", "id": "6646046d", "metadata": { "lines_to_next_cell": 0 }, "source": [ "# [2D] Wilson-Cowan model\n", "\n", "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/examples/blob/main/dynamics_analysis/2d_wilson_cowan_model.ipynb)\n", "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/examples/blob/main/dynamics_analysis/2d_wilson_cowan_model.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "id": "8d0dc73d", "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:15.715537400Z", "start_time": "2023-07-22T05:48:14.802325100Z" } }, "outputs": [], "source": [ "import brainpy as bp\n", "import brainpy.math as bm\n", "\n", "# bp.math.set_platform('cpu')\n", "bp.math.enable_x64()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:15.715537400Z", "start_time": "2023-07-22T05:48:15.662612800Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'2.4.3'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bp.__version__" ] }, { "cell_type": "code", "execution_count": 3, "id": "32626ffe", "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:15.715537400Z", "start_time": "2023-07-22T05:48:15.683614800Z" } }, "outputs": [], "source": [ "class WilsonCowanModel(bp.DynamicalSystem):\n", " def __init__(self, num, method='exp_auto'):\n", " super(WilsonCowanModel, self).__init__()\n", "\n", " # Connection weights\n", " self.wEE = 12\n", " self.wEI = 4\n", " self.wIE = 13\n", " self.wII = 11\n", "\n", " # Refractory parameter\n", " self.r = 1\n", "\n", " # Excitatory parameters\n", " self.E_tau = 1 # Timescale of excitatory population\n", " self.E_a = 1.2 # Gain of excitatory population\n", " self.E_theta = 2.8 # Threshold of excitatory population\n", "\n", " # Inhibitory parameters\n", " self.I_tau = 1 # Timescale of inhibitory population\n", " self.I_a = 1 # Gain of inhibitory population\n", " self.I_theta = 4 # Threshold of inhibitory population\n", "\n", " # variables\n", " self.i = bm.Variable(bm.ones(num))\n", " self.e = bm.Variable(bm.ones(num))\n", " self.Iext = bm.Variable(bm.zeros(num))\n", "\n", " # functions\n", " def F(x, a, theta):\n", " return 1 / (1 + bm.exp(-a * (x - theta))) - 1 / (1 + bm.exp(a * theta))\n", "\n", " def de(e, t, i, Iext=0.):\n", " x = self.wEE * e - self.wEI * i + Iext\n", " return (-e + (1 - self.r * e) * F(x, self.E_a, self.E_theta)) / self.E_tau\n", "\n", " def di(i, t, e):\n", " x = self.wIE * e - self.wII * i\n", " return (-i + (1 - self.r * i) * F(x, self.I_a, self.I_theta)) / self.I_tau\n", "\n", " self.int_e = bp.odeint(de, method=method)\n", " self.int_i = bp.odeint(di, method=method)\n", "\n", " def update(self):\n", " tdi = bp.share.get_shargs()\n", " self.e.value = self.int_e(self.e, tdi.t, self.i, self.Iext, tdi.dt)\n", " self.i.value = self.int_i(self.i, tdi.t, self.e, tdi.dt)\n", " self.Iext[:] = 0." ] }, { "cell_type": "markdown", "id": "44b051d0", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 4, "id": "1d001437", "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:15.732469Z", "start_time": "2023-07-22T05:48:15.694614700Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" ] } ], "source": [ "model = WilsonCowanModel(2)\n", "model.e[:] = [-0.1, 0.4]\n", "model.i[:] = [0.5, 0.6]" ] }, { "cell_type": "code", "execution_count": 5, "id": "3eca57c1", "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:15.934088Z", "start_time": "2023-07-22T05:48:15.732469Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7da78839fbec486384281fef484f1564", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, gs = bp.visualize.get_figure(2, 1, 3, 8)\n", "fig.add_subplot(gs[0, 0])\n", "bp.visualize.line_plot(runner.mon.ts, runner.mon.e, plot_ids=[0], legend='e', linestyle='--')\n", "bp.visualize.line_plot(runner.mon.ts, runner.mon.i, plot_ids=[0], legend='i', linestyle='--')\n", "fig.add_subplot(gs[1, 0])\n", "bp.visualize.line_plot(runner.mon.ts, runner.mon.e, plot_ids=[1], legend='e')\n", "bp.visualize.line_plot(runner.mon.ts, runner.mon.i, plot_ids=[1], legend='i', show=True)" ] }, { "cell_type": "markdown", "id": "91a4a41f", "metadata": {}, "source": [ "## Phase Plane Analysis" ] }, { "cell_type": "code", "execution_count": 7, "id": "144c858d", "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:23.988854400Z", "start_time": "2023-07-22T05:48:16.413530400Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "I am creating the vector field ...\n", "I am computing fx-nullcline ...\n", "I am evaluating fx-nullcline by optimization ...\n", "I am computing fy-nullcline ...\n", "I am evaluating fy-nullcline by optimization ...\n", "I am searching fixed points ...\n", "I am trying to find fixed points by optimization ...\n", "\tThere are 1966 candidates\n", "I am trying to filter out duplicate fixed points ...\n", "\tFound 3 fixed points.\n", "C:\\Users\\adadu\\miniconda3\\envs\\brainpy\\lib\\site-packages\\jax\\_src\\numpy\\array_methods.py:329: FutureWarning: The arr.split() method is deprecated. Use jax.numpy.split instead.\n", " warnings.warn(\n", "\t#1 e=-1.6868322611339622e-07, i=-3.4570638908754606e-08 is a stable node.\n", "\t#2 e=0.17803581298567323, i=0.06279970624572737 is a saddle node.\n", "\t#3 e=0.46246485137398247, i=0.24336408752379404 is a stable node.\n", "I am plotting the trajectory ...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# phase plane analysis\n", "pp = bp.analysis.PhasePlane2D(\n", " model,\n", " target_vars={'e': [-0.2, 1.], 'i': [-0.2, 1.]},\n", " resolutions=0.001,\n", ")\n", "pp.plot_vector_field()\n", "pp.plot_nullcline(coords={'i': 'i-e'})\n", "pp.plot_fixed_point()\n", "pp.plot_trajectory(initials={'i': [0.5, 0.6], 'e': [-0.1, 0.4]},\n", " duration=10, dt=0.1)\n", "pp.show_figure()" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "encoding": "# -*- coding: utf-8 -*-", "formats": "auto:light,ipynb", "notebook_metadata_filter": "-all" }, "kernelspec": { "display_name": "brainpy", "language": "python", "name": "brainpy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }