{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "header",
   "metadata": {},
   "source": [
    "# The Stuart-Landau Oscillator\n",
    "\n",
    "A simplified Hopf normal form for modeling neural oscillations near bifurcation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "learning-objectives",
   "metadata": {},
   "source": [
    "## Learning Objectives\n",
    "\n",
    "By the end of this tutorial, you will be able to:\n",
    "\n",
    "- Understand the Stuart-Landau equations and their relationship to the Hopf oscillator\n",
    "- Explain why the amplitude saturates at $\\sqrt{a}$ for $a > 0$\n",
    "- Simulate Stuart-Landau oscillators with noise\n",
    "- Compare Stuart-Landau with the full Hopf model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "background",
   "metadata": {},
   "source": [
    "## Background / Theory\n",
    "\n",
    "### The Stuart-Landau Equations\n",
    "\n",
    "The **Stuart-Landau oscillator** is the canonical normal form for dynamics near a supercritical Hopf bifurcation. It is closely related to the Hopf model but uses a simpler amplitude saturation term.\n",
    "\n",
    "The equations in real coordinates $(x, y)$:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\dot{x} &= (a - r^2)x - \\omega y + I_x(t) \\\\\n",
    "\\dot{y} &= (a - r^2)y + \\omega x + I_y(t)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $r^2 = x^2 + y^2$.\n",
    "\n",
    "### Comparison with Hopf Model\n",
    "\n",
    "| Feature | Stuart-Landau | Hopf (with $\\beta$) |\n",
    "|---------|---------------|---------------------|\n",
    "| Amplitude term | $(a - r^2)$ | $(a - \\beta r^2)$ |\n",
    "| Limit cycle radius | $\\sqrt{a}$ | $\\sqrt{a/\\beta}$ |\n",
    "| Parameters | 2 ($a$, $\\omega$) | 3 ($a$, $\\omega$, $\\beta$) |\n",
    "\n",
    "The Stuart-Landau model is equivalent to Hopf with $\\beta = 1$.\n",
    "\n",
    "### Why Use Stuart-Landau?\n",
    "\n",
    "1. **Simplicity**: Fewer parameters to tune\n",
    "2. **Direct amplitude control**: The parameter $a$ directly sets the limit cycle radius\n",
    "3. **Canonical form**: Standard in dynamical systems literature"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "implementation",
   "metadata": {},
   "source": [
    "## Implementation\n",
    "\n",
    "### Step 1: Setup and Imports"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:56.208933200Z",
     "start_time": "2026-03-21T13:54:52.957428400Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import braintools\n",
    "import brainunit as u\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import brainmass\n",
    "import brainstate\n",
    "\n",
    "# Set simulation time step\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ],
   "id": "33b1e3dce622ab4d",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Step 2: Single Node Simulation\n",
    "\n",
    "Create a Stuart-Landau oscillator above the bifurcation point:"
   ],
   "id": "91415fe027ab5b6b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:56.512152600Z",
     "start_time": "2026-03-21T13:54:56.209932Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create Stuart-Landau oscillator\n",
    "node = brainmass.StuartLandauStep(\n",
    "    1,  # single node\n",
    "    a=0.5,  # bifurcation parameter (a > 0 -> oscillation)\n",
    "    w=0.3,  # angular frequency\n",
    "    noise_x=brainmass.OUProcess(1, sigma=0.02, tau=5.0 * u.ms),\n",
    "    noise_y=brainmass.OUProcess(1, sigma=0.02, tau=5.0 * u.ms),\n",
    ")\n",
    "\n",
    "# Initialize states\n",
    "node.init_all_states()\n",
    "\n",
    "# Set non-zero initial condition\n",
    "node.x.value = np.array([0.1])\n",
    "node.y.value = np.array([0.1])\n",
    "\n",
    "print(f\"Expected limit cycle radius: sqrt({node.a.value()}) = {np.sqrt(node.a.value()):.3f}\")\n",
    "\n"
   ],
   "id": "f3768167223c54bc",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected limit cycle radius: sqrt(0.5) = 0.707\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:56.820892100Z",
     "start_time": "2026-03-21T13:54:56.513155100Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Define simulation step\n",
    "def step_run(i):\n",
    "    node.update()\n",
    "    return node.x.value, node.y.value\n",
    "\n",
    "\n",
    "# Run simulation (1000 ms)\n",
    "indices = np.arange(10000)\n",
    "x_trace, y_trace = brainstate.transform.for_loop(step_run, indices)"
   ],
   "id": "5ff7b51ffc2566b6",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Step 3: Visualize Dynamics",
   "id": "d4c2b14a3d70e0b6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:57.347794300Z",
     "start_time": "2026-03-21T13:54:56.821899Z"
    }
   },
   "cell_type": "code",
   "source": [
    "t_ms = indices * brainstate.environ.get_dt()\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "\n",
    "# Time series\n",
    "axes[0].plot(t_ms, x_trace[:, 0], 'b-', label='x(t)', linewidth=0.8)\n",
    "axes[0].plot(t_ms, y_trace[:, 0], 'r-', 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('Stuart-Landau Time Series')\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",
    "# Draw expected limit cycle\n",
    "theta = np.linspace(0, 2 * np.pi, 100)\n",
    "r_expected = np.sqrt(node.a.value())\n",
    "axes[1].plot(r_expected * np.cos(theta), r_expected * np.sin(theta),\n",
    "             'r--', linewidth=2, label=f'Expected r={r_expected:.2f}')\n",
    "axes[1].set_xlabel('x')\n",
    "axes[1].set_ylabel('y')\n",
    "axes[1].set_title('Phase Portrait')\n",
    "axes[1].set_aspect('equal')\n",
    "axes[1].legend()\n",
    "\n",
    "# Amplitude over time\n",
    "r_trace = np.sqrt(x_trace[:, 0] ** 2 + y_trace[:, 0] ** 2)\n",
    "axes[2].plot(t_ms, r_trace, 'g-', linewidth=0.8)\n",
    "axes[2].axhline(r_expected, color='r', linestyle='--', label=f'Expected: {r_expected:.2f}')\n",
    "axes[2].set_xlabel('Time (ms)')\n",
    "axes[2].set_ylabel('Amplitude r')\n",
    "axes[2].set_title('Amplitude Evolution')\n",
    "axes[2].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ],
   "id": "3a33b02a40e38128",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Step 4: Amplitude Depends on Parameter $a$\n",
    "\n",
    "The key property of Stuart-Landau: the limit cycle radius is exactly $\\sqrt{a}$."
   ],
   "id": "248ce051807e60f4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:57.439448600Z",
     "start_time": "2026-03-21T13:54:57.430976600Z"
    }
   },
   "cell_type": "code",
   "source": [
    "@brainstate.transform.jit\n",
    "def simulate_a_trial(a):\n",
    "    model = brainmass.StuartLandauStep(1, a=a, w=0.3)\n",
    "    model.init_all_states()\n",
    "    model.x.value = np.array([0.1])\n",
    "    model.y.value = np.array([0.1])\n",
    "\n",
    "    # Simulate\n",
    "    def step(i):\n",
    "        model.update()\n",
    "        return model.x.value, model.y.value\n",
    "\n",
    "    x, y = brainstate.transform.for_loop(step, np.arange(5000))\n",
    "    return x, y\n",
    "\n"
   ],
   "id": "dfc673e2496cdf39",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:58.025116600Z",
     "start_time": "2026-03-21T13:54:57.440451800Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Sweep different values of a\n",
    "a_values = np.array([0.1, 0.25, 0.5, 1.0, 2.0])\n",
    "\n",
    "fig, axes = plt.subplots(1, len(a_values), figsize=(15, 3))\n",
    "\n",
    "for idx, a_val in enumerate(a_values):\n",
    "    # Create oscillator\n",
    "    x, y = simulate_a_trial(a_val)\n",
    "\n",
    "    # Plot phase portrait\n",
    "    axes[idx].plot(x[:, 0], y[:, 0], 'k-', linewidth=0.3, alpha=0.5)\n",
    "\n",
    "    # Expected circle\n",
    "    theta = np.linspace(0, 2 * np.pi, 100)\n",
    "    r = np.sqrt(a_val)\n",
    "    axes[idx].plot(r * np.cos(theta), r * np.sin(theta), 'r--', linewidth=2)\n",
    "\n",
    "    axes[idx].set_xlim([-2, 2])\n",
    "    axes[idx].set_ylim([-2, 2])\n",
    "    axes[idx].set_aspect('equal')\n",
    "    axes[idx].set_title(f'a = {a_val}\\n(r = {r:.2f})')\n",
    "    axes[idx].set_xlabel('x')\n",
    "    if idx == 0:\n",
    "        axes[idx].set_ylabel('y')\n",
    "\n",
    "plt.suptitle('Limit Cycle Radius = $\\sqrt{a}$', y=1.02, fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "776f9f2a5e51cde1",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:26: SyntaxWarning: invalid escape sequence '\\s'\n",
      "<>:26: SyntaxWarning: invalid escape sequence '\\s'\n",
      "C:\\Users\\adadu\\AppData\\Local\\Temp\\ipykernel_16944\\1975205603.py:26: SyntaxWarning: invalid escape sequence '\\s'\n",
      "  plt.suptitle('Limit Cycle Radius = $\\sqrt{a}$', y=1.02, fontsize=14)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x300 with 5 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Step 5: Comparison with Hopf Model\n",
    "\n",
    "Stuart-Landau is equivalent to Hopf with $\\beta = 1$:"
   ],
   "id": "a3af6f47f58dd239"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:58.407478500Z",
     "start_time": "2026-03-21T13:54:58.043590200Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create both models with same parameters\n",
    "a, w = 0.5, 0.3\n",
    "\n",
    "sl_model = brainmass.StuartLandauStep(1, a=a, w=w)\n",
    "hopf_model = brainmass.HopfStep(1, a=a, w=w, beta=1.0)  # beta=1 makes it equivalent\n",
    "\n",
    "# Initialize both\n",
    "sl_model.init_all_states()\n",
    "hopf_model.init_all_states()\n",
    "\n",
    "\n",
    "# Simulate both\n",
    "def step_sl(i):\n",
    "    sl_model.update()\n",
    "    return sl_model.x.value\n",
    "\n",
    "\n",
    "# Same initial conditions\n",
    "sl_model.x.value = np.array([0.3])\n",
    "sl_model.y.value = np.array([0.3])\n",
    "indices = np.arange(3000)\n",
    "x_sl = brainstate.transform.for_loop(step_sl, indices)\n",
    "\n",
    "\n",
    "def step_hopf(i):\n",
    "    hopf_model.update()\n",
    "    return hopf_model.x.value\n",
    "\n",
    "\n",
    "# Re-init Hopf for fair comparison\n",
    "hopf_model.init_all_states()\n",
    "hopf_model.x.value = np.array([0.3])\n",
    "hopf_model.y.value = np.array([0.3])\n",
    "x_hopf = brainstate.transform.for_loop(step_hopf, indices)\n",
    "\n",
    "# Plot comparison\n",
    "t_ms = indices * brainstate.environ.get_dt()\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(t_ms, x_sl[:, 0], 'b-', label='Stuart-Landau', linewidth=1)\n",
    "plt.plot(t_ms, x_hopf[:, 0], 'r--', label='Hopf (beta=1)', linewidth=1)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('x')\n",
    "plt.title('Stuart-Landau vs Hopf (with beta=1): Identical Dynamics')\n",
    "plt.legend()\n",
    "plt.xlim([0, 300])\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Check numerical difference\n",
    "diff = np.abs(x_sl - x_hopf).max()\n",
    "print(f\"Maximum difference: {diff:.2e} (should be ~0 or numerical precision)\")"
   ],
   "id": "d8d0333ff1f286e1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum difference: 7.45e-09 (should be ~0 or numerical precision)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Step 6: Bifurcation diagram",
   "id": "a9d675e71f18ea7d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:58.862809600Z",
     "start_time": "2026-03-21T13:54:58.414817Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a_vals = np.linspace(-2, 2, 50)  # 50 points\n",
    "\n",
    "nodes = brainmass.StuartLandauStep(\n",
    "    a_vals.size, a=a_vals, w=0.3,\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": "26a7d67c3c18c57d",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-21T13:54:59.368424Z",
     "start_time": "2026-03-21T13:54:58.863799300Z"
    }
   },
   "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": "706564977d8e499c",
   "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": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Exercises\n",
    "\n",
    "### Exercise 1: Subcritical Dynamics\n",
    "\n",
    "Set $a = -0.1$ and observe the dynamics:\n",
    "1. What happens to the oscillation?\n",
    "2. Add strong noise - can noise sustain oscillations in the subcritical regime?\n",
    "\n",
    "### Exercise 2: Frequency Sweep\n",
    "\n",
    "Keep $a = 0.5$ fixed and vary $\\omega$ from 0.1 to 1.0:\n",
    "1. How does the oscillation period change?\n",
    "2. Does $\\omega$ affect the amplitude?\n",
    "\n",
    "### Exercise 3: Network of Stuart-Landau Oscillators\n",
    "\n",
    "Create a small network of 5 coupled Stuart-Landau oscillators:\n",
    "\n",
    "```python\n",
    "# Hint: Use diffusive coupling similar to Hopf network in tutorial 010\n",
    "n_nodes = 5\n",
    "nodes = brainmass.StuartLandauStep(n_nodes, a=0.5, w=0.3)\n",
    "# Add coupling...\n",
    "```\n",
    "\n",
    "Investigate how coupling affects synchronization."
   ],
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    "## References\n",
    "\n",
    "1. Stuart, J. T. (1960). On the non-linear mechanics of wave disturbances in stable and unstable parallel flows. *Journal of Fluid Mechanics*, 9(3), 353-370.\n",
    "\n",
    "2. Landau, L. D. (1944). On the problem of turbulence. *Dokl. Akad. Nauk SSSR*, 44, 339.\n",
    "\n",
    "3. Strogatz, S. H. (2015). *Nonlinear Dynamics and Chaos*. Westview Press. (Chapter 8)\n"
   ],
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  }
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