{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e51ae3bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:38.078337Z",
     "iopub.status.busy": "2026-06-19T08:11:38.078162Z",
     "iopub.status.idle": "2026-06-19T08:11:43.641283Z",
     "shell.execute_reply": "2026-06-19T08:11:43.640361Z"
    },
    "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": "efd7cfb7",
   "metadata": {},
   "source": [
    "# Jansen-Rit Model\n",
    "\n",
    "The **Jansen-Rit model** simulates EEG-like activity from a cortical column built from three interacting populations — pyramidal cells, excitatory interneurons, and inhibitory interneurons. Each population is a second-order linear filter (post-synaptic potential) followed by a sigmoidal firing-rate nonlinearity. For a range of external input rates the column produces alpha-band (~10 Hz) oscillations, making it a standard generative model of scalp EEG.\n",
    "\n",
    "**Reference:** Jansen & Rit (1995), *Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns*, Biological Cybernetics 73(4):357-366."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3a662e4",
   "metadata": {},
   "source": [
    "## Build the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "173ddfa3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:43.643892Z",
     "iopub.status.busy": "2026-06-19T08:11:43.643449Z",
     "iopub.status.idle": "2026-06-19T08:11:43.678636Z",
     "shell.execute_reply": "2026-06-19T08:11:43.677704Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "JansenRitStep(\n",
       "  in_size=(1,),\n",
       "  out_size=(1,),\n",
       "  Ae=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(3.25, \"mV\")\n",
       "  ),\n",
       "  Ai=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(22., \"mV\")\n",
       "  ),\n",
       "  be=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(100., \"Hz\")\n",
       "  ),\n",
       "  bi=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(50., \"Hz\")\n",
       "  ),\n",
       "  a1=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(1., dtype=float32)\n",
       "  ),\n",
       "  a2=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.8, dtype=float32)\n",
       "  ),\n",
       "  a3=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.25, dtype=float32)\n",
       "  ),\n",
       "  a4=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.25, dtype=float32)\n",
       "  ),\n",
       "  v0=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(6., \"mV\")\n",
       "  ),\n",
       "  C=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(135., dtype=float32)\n",
       "  ),\n",
       "  r=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Array(0.56, dtype=float32)\n",
       "  ),\n",
       "  s_max=Const(\n",
       "    fit=False,\n",
       "    t=IdentityT(),\n",
       "    reg=None,\n",
       "    val=Quantity(5., \"Hz\")\n",
       "  ),\n",
       "  M_init=Constant(value=0. mV),\n",
       "  E_init=Constant(value=0. mV),\n",
       "  I_init=Constant(value=0. mV),\n",
       "  Mv_init=Constant(value=0. mV / s),\n",
       "  Ev_init=Constant(value=0. mV / s),\n",
       "  Iv_init=Constant(value=0. mV / s),\n",
       "  fr_scale=<brainmass.jansen_rit.step.Identity object at 0x70dd50163230>,\n",
       "  method=exp_euler\n",
       ")"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node = brainmass.JansenRitStep(in_size=1)\n",
    "node"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e72e596",
   "metadata": {},
   "source": [
    "## Run a simulation\n",
    "\n",
    "The model is driven by an external pyramidal input rate `E_inp`. The EEG proxy is the pyramidal membrane potential `M`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "321fcd31",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:43.680373Z",
     "iopub.status.busy": "2026-06-19T08:11:43.680214Z",
     "iopub.status.idle": "2026-06-19T08:11:43.904732Z",
     "shell.execute_reply": "2026-06-19T08:11:43.903835Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15000, 1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim = brainmass.Simulator(node, dt=0.1 * u.ms)\n",
    "res = sim.run(2000. * u.ms,\n",
    "              inputs=lambda i, t: (0. * u.mV, 220. * u.Hz, 0. * u.mV),\n",
    "              monitors=['M'], transient=500. * u.ms)\n",
    "res['M'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce85f3c",
   "metadata": {},
   "source": [
    "## Visualize\n",
    "\n",
    "The pyramidal potential `M` oscillates in the alpha band — the Jansen-Rit EEG proxy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1cdc6f5d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:43.907160Z",
     "iopub.status.busy": "2026-06-19T08:11:43.906953Z",
     "iopub.status.idle": "2026-06-19T08:11:45.011869Z",
     "shell.execute_reply": "2026-06-19T08:11:45.011047Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2209881/623381096.py:5: UserWarning: Attempt to set non-positive xlim on a log-scaled axis will be ignored.\n",
      "  axes[1].set_title('Power spectrum'); axes[1].set_xlim(0, 40)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "brainmass.viz.plot_timeseries(res['M'], ts=res['ts'], ax=axes[0])\n",
    "axes[0].set_title('Jansen-Rit EEG proxy (M)')\n",
    "brainmass.viz.plot_power_spectrum(res['M'][:, 0], dt=0.1 * u.ms, ax=axes[1])\n",
    "axes[1].set_title('Power spectrum'); axes[1].set_xlim(0, 40)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c505272",
   "metadata": {},
   "source": [
    "## Try it: vary the external input rate `p`\n",
    "\n",
    "The mean input rate to the pyramidal population sets the regime; in the classic band (~120-320 Hz) the column produces alpha-like rhythms, and outside it the dynamics change qualitatively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f0220a48",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T08:11:45.013923Z",
     "iopub.status.busy": "2026-06-19T08:11:45.013708Z",
     "iopub.status.idle": "2026-06-19T08:11:45.566290Z",
     "shell.execute_reply": "2026-06-19T08:11:45.565208Z"
    }
   },
   "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 p in [120., 220., 320.]:\n",
    "    m = brainmass.JansenRitStep(in_size=1)\n",
    "    r = brainmass.Simulator(m, dt=0.1 * u.ms).run(\n",
    "        1500. * u.ms,\n",
    "        inputs=lambda i, t, pp=p: (0. * u.mV, pp * u.Hz, 0. * u.mV),\n",
    "        monitors=['M'], transient=500. * u.ms)\n",
    "    ax.plot(u.get_magnitude(r['ts']), u.get_magnitude(r['M'])[:, 0], label=f'p = {p:.0f} Hz')\n",
    "ax.set_xlabel('time (ms)'); ax.set_ylabel('M (mV)'); ax.legend()\n",
    "ax.set_title('Input-rate 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
}
