{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b59087db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:28.048389Z",
     "iopub.status.busy": "2026-06-19T08:11:28.047718Z",
     "iopub.status.idle": "2026-06-19T08:11:30.994455Z",
     "shell.execute_reply": "2026-06-19T08:11:30.993562Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import brainmass\n",
    "import brainstate\n",
    "import brainunit as u\n",
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "brainstate.random.seed(0)\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea51f370",
   "metadata": {},
   "source": [
    "# Wilson-Cowan Model\n",
    "\n",
    "The **Wilson-Cowan model** describes the coupled dynamics of an excitatory population rate $r_E$ and an inhibitory population rate $r_I$ through sigmoidal firing-rate functions:\n",
    "\n",
    "$$\\tau_E\\dot r_E = -r_E + S_E(w_{EE} r_E - w_{EI} r_I + I_E),\\qquad \\tau_I\\dot r_I = -r_I + S_I(w_{IE} r_E - w_{II} r_I + I_I).$$\n",
    "\n",
    "Depending on the synaptic weights and inputs the model exhibits a stable low-activity state, multistability, or sustained oscillations from the excitatory-inhibitory loop. It is the classic two-population mean-field model of cortical dynamics.\n",
    "\n",
    "**Reference:** Wilson & Cowan (1972), *Excitatory and inhibitory interactions in localized populations of model neurons*, Biophysical Journal 12(1):1-24."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe4fbb92",
   "metadata": {},
   "source": [
    "## Build the model\n",
    "\n",
    "We choose weights and a drive that put the E-I loop into a limit-cycle (oscillatory) regime."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dbc9eaae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:30.997054Z",
     "iopub.status.busy": "2026-06-19T08:11:30.996586Z",
     "iopub.status.idle": "2026-06-19T08:11:31.021076Z",
     "shell.execute_reply": "2026-06-19T08:11:31.020079Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WilsonCowanStep(\n",
       "  in_size=(1,),\n",
       "  out_size=(1,),\n",
       "  rE_init=Constant(value=0.0),\n",
       "  rI_init=Constant(value=0.0),\n",
       "  method=exp_euler,\n",
       "  a_E=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(1.2, dtype=float32)\n",
       "  ),\n",
       "  a_I=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(1., dtype=float32)\n",
       "  ),\n",
       "  tau_E=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(2.5, \"ms\")\n",
       "  ),\n",
       "  tau_I=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(3.75, \"ms\")\n",
       "  ),\n",
       "  theta_E=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(2.8, dtype=float32)\n",
       "  ),\n",
       "  theta_I=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(4., dtype=float32)\n",
       "  ),\n",
       "  wEE=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(16., dtype=float32)\n",
       "  ),\n",
       "  wIE=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(15., dtype=float32)\n",
       "  ),\n",
       "  wEI=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(12., dtype=float32)\n",
       "  ),\n",
       "  wII=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(3., dtype=float32)\n",
       "  ),\n",
       "  r=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(1., dtype=float32)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node = brainmass.WilsonCowanStep(\n",
    "    in_size=1, tau_E=2.5 * u.ms, tau_I=3.75 * u.ms,\n",
    "    wEE=16.0, wEI=12.0, wIE=15.0, wII=3.0)\n",
    "node"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dc67fbc",
   "metadata": {},
   "source": [
    "## Run a simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "740b0e70",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:31.023489Z",
     "iopub.status.busy": "2026-06-19T08:11:31.023225Z",
     "iopub.status.idle": "2026-06-19T08:11:31.214813Z",
     "shell.execute_reply": "2026-06-19T08:11:31.213605Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2500, 1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim = brainmass.Simulator(node, dt=0.1 * u.ms)\n",
    "res = sim.run(300. * u.ms, inputs=lambda i, t: (1.0, 0.0),\n",
    "              monitors=['rE', 'rI'], transient=50. * u.ms)\n",
    "res['rE'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48375841",
   "metadata": {},
   "source": [
    "## Visualize\n",
    "\n",
    "E and I rates oscillate out of phase; the phase portrait shows the E-I limit cycle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7a37ebd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:31.217575Z",
     "iopub.status.busy": "2026-06-19T08:11:31.217214Z",
     "iopub.status.idle": "2026-06-19T08:11:31.444109Z",
     "shell.execute_reply": "2026-06-19T08:11:31.442974Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "brainmass.viz.plot_timeseries(\n",
    "    jnp.concatenate([res['rE'], res['rI']], axis=1), ts=res['ts'],\n",
    "    labels=['rE', 'rI'], ax=axes[0])\n",
    "axes[0].set_title('Wilson-Cowan E / I rates')\n",
    "brainmass.viz.plot_phase_portrait(res['rE'], res['rI'], ax=axes[1])\n",
    "axes[1].set_xlabel('rE'); axes[1].set_ylabel('rI')\n",
    "axes[1].set_title('E-I limit cycle')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42000149",
   "metadata": {},
   "source": [
    "## Try it: vary the excitatory drive\n",
    "\n",
    "The external drive to the E population moves the node between quiescence, oscillation, and high steady activity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6705b82b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:31.446567Z",
     "iopub.status.busy": "2026-06-19T08:11:31.446235Z",
     "iopub.status.idle": "2026-06-19T08:11:31.946851Z",
     "shell.execute_reply": "2026-06-19T08:11:31.945987Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "for drive in [0.0, 1.0, 2.5]:\n",
    "    m = brainmass.WilsonCowanStep(\n",
    "        in_size=1, tau_E=2.5 * u.ms, tau_I=3.75 * u.ms,\n",
    "        wEE=16.0, wEI=12.0, wIE=15.0, wII=3.0)\n",
    "    r = brainmass.Simulator(m, dt=0.1 * u.ms).run(\n",
    "        300. * u.ms, inputs=lambda i, t, d=drive: (d, 0.0),\n",
    "        monitors=['rE'], transient=50. * u.ms)\n",
    "    ax.plot(u.get_magnitude(r['ts']), u.get_magnitude(r['rE'])[:, 0],\n",
    "            label=f'I_E = {drive}')\n",
    "ax.set_xlabel('time (ms)'); ax.set_ylabel('rE'); ax.legend()\n",
    "ax.set_title('Excitatory drive sweep')\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
