{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b5e749fd",
   "metadata": {},
   "source": "# The Hopf oscillator model"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "The Hopf model describes the complex-plane motion of membrane potentials x and y of a single neuronal population (or local brain area) with a pair of mutually coupled linear–nonlinear differential equations: when the bifurcation parameter a is negative the origin is a stable focus and the population remains silent, whereas for a>0 the origin loses stability and a limit cycle emerges, so the population oscillates persistently at frequency ω.",
   "id": "449ca001821709fd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:55.906206500Z",
     "start_time": "2026-03-21T13:51:53.165458400Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import brainmass\n",
    "import brainstate\n",
    "import braintools\n",
    "import brainunit as u\n",
    "import jax\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ],
   "id": "b34e7fba1eaf0ef9",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:55.924667400Z",
     "start_time": "2026-03-21T13:51:55.908209400Z"
    }
   },
   "cell_type": "code",
   "source": "brainstate.environ.set(dt=0.1 * u.ms)",
   "id": "a913577007d38f1",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Single node simulation",
   "id": "155a3c664ea53420"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "The normal-form (supercritical) Hopf oscillator for a single node can be written in complex form as\n",
    "\n",
    "$$\n",
    "\\frac{dz}{dt} = (a + i\\,\\omega) z - \\beta \\lvert z \\rvert^2 z + I_{\\text{ext}}(t),\n",
    "$$\n",
    "\n",
    "where $z = x + i y$ and $\\lvert z \\rvert^2 = x^2 + y^2$. In real coordinates $(x, y)$ this becomes\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\dot x &= (a - \\beta r) x - \\omega y + I_x(t),\\\\\n",
    "\\dot y &= (a - \\beta r) y + \\omega x + I_y(t),\\\\\n",
    " r &= x^2 + y^2.\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "\n",
    "### Parameters\n",
    "\n",
    "| Parameter | Symbol | Role | Typical Range |\n",
    "|-----------|--------|------|---------------|\n",
    "| Bifurcation | $a$ | Controls proximity to oscillation onset | -1 to 1 |\n",
    "| Frequency | $\\omega$ | Angular frequency of oscillation | 0.1 to 1.0 |\n",
    "| Saturation | $\\beta$ | Limits oscillation amplitude | > 0 |\n",
    "\n",
    "For $a > 0$, the limit cycle has radius $\\approx \\sqrt{a/\\beta}$.\n"
   ],
   "id": "1a3464f468e06488"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:56.310357900Z",
     "start_time": "2026-03-21T13:51:55.925664600Z"
    }
   },
   "cell_type": "code",
   "source": [
    "node = brainmass.HopfStep(\n",
    "    1,  # single node\n",
    "    a=0.25,\n",
    "    w=0.2,\n",
    "    beta=1.0,\n",
    "    noise_x=brainmass.OUProcess(1, sigma=0.01),\n",
    "    noise_y=brainmass.OUProcess(1, sigma=0.01),\n",
    ")\n",
    "node.init_all_states()\n",
    "\n",
    "\n",
    "def step_run(i):\n",
    "    node.update()\n",
    "    return node.x.value, node.y.value\n",
    "\n",
    "\n",
    "indices = np.arange(10000)\n",
    "x_trace, y_trace = brainstate.transform.for_loop(step_run, indices)"
   ],
   "id": "3f39e8cac40567c3",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:56.602411600Z",
     "start_time": "2026-03-21T13:51:56.342939700Z"
    }
   },
   "cell_type": "code",
   "source": [
    "t_ms = indices * brainstate.environ.get_dt()\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "# Time series\n",
    "axes[0].plot(t_ms, x_trace[:, 0], label='x(t)', linewidth=0.8)\n",
    "axes[0].plot(t_ms, y_trace[:, 0], label='y(t)', linewidth=0.8, alpha=0.7)\n",
    "axes[0].set_xlabel('Time (ms)')\n",
    "axes[0].set_ylabel('Activity')\n",
    "axes[0].set_title('Single Hopf Oscillator with OU Noise')\n",
    "axes[0].legend()\n",
    "axes[0].set_xlim([0, 500])\n",
    "\n",
    "# Phase portrait\n",
    "axes[1].plot(x_trace[:, 0], y_trace[:, 0], 'k-', linewidth=0.3, alpha=0.5)\n",
    "axes[1].set_xlabel('x')\n",
    "axes[1].set_ylabel('y')\n",
    "axes[1].set_title('Phase Portrait (Limit Cycle)')\n",
    "axes[1].set_aspect('equal')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "adc85e45d6e339ca",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Bifurcation diagram",
   "id": "ee503cdd11588ae6"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "At the origin $(x,y)=(0,0)$ the linearization has eigenvalues $\\lambda_{\\pm} = a \\pm i \\omega$.\n",
    "\n",
    "- For $a < 0$: the origin is a stable focus; trajectories spiral into $(0,0)$.\n",
    "- For $a = 0$: a Hopf bifurcation occurs.\n",
    "- For $a > 0$: the origin is unstable and a stable limit cycle of radius $\\approx \\sqrt{a/\\beta}$ emerges (supercritical Hopf). The oscillation frequency is approximately $\\omega$ near onset.\n",
    "\n",
    "Increasing $\\beta$ decreases the saturated amplitude while leaving the linear frequency set by $\\omega$.\n"
   ],
   "id": "bedd841f941bcdd3"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:57.638927800Z",
     "start_time": "2026-03-21T13:51:56.609478Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a_vals = np.linspace(-2, 2, 500)  # 500 points\n",
    "\n",
    "nodes = brainmass.HopfStep(\n",
    "    a_vals.size,\n",
    "    a=a_vals,  # 每个节点对应一个 a\n",
    "    w=0.2,\n",
    "    beta=1.0,\n",
    "    init_x=braintools.init.Uniform(0, 1),\n",
    "    init_y=braintools.init.Uniform(0, 1),\n",
    ")\n",
    "nodes.init_all_states()\n",
    "\n",
    "\n",
    "def step_run(i):\n",
    "    return nodes.update()\n",
    "\n",
    "\n",
    "indices = np.arange(20000)\n",
    "x_trace = brainstate.transform.for_loop(step_run, indices)[0]\n",
    "x_last = x_trace[-5000:]  # shape (5000, 50)\n",
    "max_x = x_last.max(axis=0)\n",
    "min_x = x_last.min(axis=0)"
   ],
   "id": "9cf84e492151896c",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:51:58.439092100Z",
     "start_time": "2026-03-21T13:51:57.719273900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "plt.fill_between(a_vals, min_x, max_x, alpha=0.3, color='blue', label='Oscillation envelope')\n",
    "plt.plot(a_vals, max_x, 'b-', lw=2, label='max(x)')\n",
    "plt.plot(a_vals, min_x, 'b-', lw=2, label='min(x)')\n",
    "plt.axvline(0.0, ls='--', color='red', label='Bifurcation (a=0)')\n",
    "plt.axhline(0.0, ls=':', color='gray', alpha=0.5)\n",
    "\n",
    "plt.xlabel('Bifurcation parameter (a)', fontsize=12)\n",
    "plt.ylabel('Oscillation amplitude', fontsize=12)\n",
    "plt.title('Hopf Bifurcation Diagram', fontsize=14)\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "a2c904178a226d94",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "a2061dfc",
   "metadata": {},
   "source": "## Brain network with diffusive coupling"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "For $N$ nodes with states $(x_i, y_i)$ one convenient diffusive coupling is\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\dot x_i &= (a - \\beta r_i) x_i - \\omega y_i \\; + \\; K \\sum_{j} W_{ij} (x_j - x_i) + I_i^x(t),\\\\\n",
    "\\dot y_i &= (a - \\beta r_i) y_i + \\omega x_i \\; + \\; K \\sum_{j} W_{ij} (y_j - y_i) + I_i^y(t),\\\\\n",
    " r_i &= x_i^2 + y_i^2,\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $W$ is a connectivity matrix and $K$ a global coupling gain. In BrainMass this can be assembled using the coupling helpers (`DiffusiveCoupling` or `diffusive_coupling`) by prefetching node states and applying the kernel per component.\n",
    "\n",
    "An alternative is to couple in the complex form, $z_i = x_i + i y_i$, using a linear term $K \\sum_j W_{ij} (z_j - z_i)$; real and imaginary parts yield the two equations above.\n",
    "\n",
    "Relation to Kuramoto: In the limit of strongly attracting amplitudes (large $\\beta$ and $a>0$), the dynamics reduce approximately to phase-only coupling (Kuramoto-type) on the emergent limit cycle.\n"
   ],
   "id": "1ae541d0137e263b"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Load the human connectome project sample data from Kaggle.",
   "id": "8c9de00ee2490b57"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:52:01.144565900Z",
     "start_time": "2026-03-21T13:51:58.464486200Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os.path\n",
    "import kagglehub\n",
    "\n",
    "path = kagglehub.dataset_download(\"oujago/hcp-gw-data-samples\")\n",
    "data = braintools.file.msgpack_load(os.path.join(path, \"hcp-data-sample.msgpack\"))\n",
    "\n",
    "\n",
    "print(f\"Connectome shape: {data['Cmat'].shape}\")\n",
    "print(f\"Distance matrix shape: {data['Dmat'].shape}\")"
   ],
   "id": "80abdab7b4a189f4",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading checkpoint from D:\\Data\\kagglehub\\datasets\\oujago\\hcp-gw-data-samples\\versions\\1\\hcp-data-sample.msgpack\n",
      "Connectome shape: (80, 80)\n",
      "Distance matrix shape: (80, 80)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:52:01.192976500Z",
     "start_time": "2026-03-21T13:52:01.174993300Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class Network(brainstate.nn.Module):\n",
    "    def __init__(self, signal_speed=2.):\n",
    "        super().__init__()\n",
    "\n",
    "        # connection weight\n",
    "        conn_weight = data['Cmat'].copy()\n",
    "        np.fill_diagonal(conn_weight, 0)\n",
    "        self.conn_weight = conn_weight\n",
    "\n",
    "        # delay information\n",
    "        delay_time = data['Dmat'].copy() / signal_speed\n",
    "        np.fill_diagonal(delay_time, 0)\n",
    "        delay_time = delay_time * u.ms\n",
    "        indices_ = np.repeat(\n",
    "            np.expand_dims(np.arange(conn_weight.shape[1]), 0),\n",
    "            conn_weight.shape[0],\n",
    "            axis=0\n",
    "        )\n",
    "        delay_index = (delay_time, indices_)\n",
    "\n",
    "        # nodes\n",
    "        n_node = conn_weight.shape[1]\n",
    "        self.n_node = n_node\n",
    "        self.node = brainmass.HopfStep(\n",
    "            n_node,\n",
    "            w=1.0,\n",
    "            a=0.25,\n",
    "            init_x=braintools.init.Uniform(0, 0.5),\n",
    "            init_y=braintools.init.Uniform(0, 0.5),\n",
    "            noise_x=brainmass.OUProcess(n_node, sigma=0.14, tau=5.0 * u.ms),\n",
    "            noise_y=brainmass.OUProcess(n_node, sigma=0.14, tau=5.0 * u.ms),\n",
    "        )\n",
    "\n",
    "        # couplings\n",
    "        self.coupling_x = brainmass.DiffusiveCoupling(\n",
    "            self.node.prefetch_delay('x', delay_index, init=braintools.init.Uniform(0, 0.05)),\n",
    "            self.node.prefetch('x'),\n",
    "            conn_weight,\n",
    "            k=1.0\n",
    "        )\n",
    "\n",
    "    def update(self):\n",
    "        self.node.update(x_inp=self.coupling_x())\n",
    "        return self.node.x.value, self.node.y.value\n",
    "\n",
    "    def step_run(self, i):\n",
    "        return self.update()"
   ],
   "id": "871a55be53c1f56c",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:52:02.514363700Z",
     "start_time": "2026-03-21T13:52:01.195016800Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Run the simulation\n",
    "net = Network()\n",
    "net.init_all_states()\n",
    "dt = brainstate.environ.get_dt()\n",
    "indices = np.arange(0, int(0.5 * u.second // dt))\n",
    "\n",
    "exes_tuple = brainstate.transform.for_loop(net.step_run, indices)\n",
    "exes_x = jax.block_until_ready(exes_tuple[0])\n",
    "exes_y = jax.block_until_ready(exes_tuple[1])"
   ],
   "id": "c508b3917fd5dab5",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:52:03.446460600Z",
     "start_time": "2026-03-21T13:52:02.616296900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.rcParams['image.cmap'] = 'inferno'\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "\n",
    "# Structural connectivity\n",
    "im0 = axes[0].imshow(net.conn_weight, aspect='auto')\n",
    "axes[0].set_title('Structural Connectivity')\n",
    "axes[0].set_xlabel('Region j')\n",
    "axes[0].set_ylabel('Region i')\n",
    "plt.colorbar(im0, ax=axes[0], shrink=0.8)\n",
    "\n",
    "# Functional connectivity (from simulated data)\n",
    "fc = braintools.metric.functional_connectivity(exes_x)\n",
    "im1 = axes[1].imshow(fc, aspect='auto', vmin=-1, vmax=1, cmap='RdBu_r')\n",
    "axes[1].set_title('Functional Connectivity')\n",
    "axes[1].set_xlabel('Region j')\n",
    "axes[1].set_ylabel('Region i')\n",
    "plt.colorbar(im1, ax=axes[1], shrink=0.8)\n",
    "\n",
    "# Time series of selected regions\n",
    "t_ms = indices * dt\n",
    "axes[2].plot(t_ms, exes_x[:, ::10], alpha=0.7, linewidth=0.5)\n",
    "axes[2].set_xlabel('Time (ms)')\n",
    "axes[2].set_ylabel('Activity (x)')\n",
    "axes[2].set_title('Regional Time Series (every 10th region)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "922e15cde263e815",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x400 with 5 Axes>"
      ],
      "image/png": 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"
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   "source": [
    "## Exercises\n",
    "\n",
    "### Exercise 1: Frequency Analysis\n",
    "\n",
    "The oscillation frequency depends on both $\\omega$ and the coupling. Modify the network to use different $\\omega$ values and observe:\n",
    "1. How does the dominant frequency change?\n",
    "2. How does coupling affect frequency?\n",
    "\n",
    "*Hint*: Use `np.fft.fft` to compute the power spectrum.\n",
    "\n",
    "### Exercise 2: Coupling Strength\n",
    "\n",
    "Explore different coupling strengths:\n",
    "```python\n",
    "for k in [0.1, 1.0, 5.0, 10.0]:\n",
    "    net = HopfNetwork(coupling_strength=k)\n",
    "    # Run and analyze...\n",
    "```\n",
    "\n",
    "Questions:\n",
    "1. What happens at very weak coupling?\n",
    "2. What happens at very strong coupling?\n",
    "3. How does functional connectivity change with coupling strength?\n",
    "\n",
    "### Exercise 3: Subcritical Regime\n",
    "\n",
    "Set `a=-0.1` (below bifurcation) and observe how noise can induce oscillations even in the subcritical regime. This demonstrates **noise-induced oscillations**."
   ],
   "id": "bc9732c38dcf29e1"
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   "cell_type": "markdown",
   "source": [
    "## References\n",
    "\n",
    "1. Deco, G., Kringelbach, M. L., Jirsa, V. K., & Ritter, P. (2017). The dynamics of resting fluctuations in the brain: metastability and its dynamical cortical core. *Scientific Reports*, 7(1), 3095.\n",
    "\n",
    "2. Kuznetsov, Y. A. (2013). *Elements of applied bifurcation theory* (Vol. 112). Springer Science & Business Media.\n",
    "\n",
    "3. Deco, G., et al. (2009). Key role of coupling, delay, and noise in resting brain fluctuations. *PNAS*, 106(25), 10302-10307."
   ],
   "id": "1c253faf989c09c3"
  }
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