{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Logistic Map\n", "\n", "Tutorial created by Wilson Rocha" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Logistic Map\n", "\n", "Chaotic systems are deterministic processes that exhibit unpredictable, seemingly random behavior due to their extreme sensitivity to initial conditions. Though governed by simple rules, these systems are notoriously difficult to model over long timescales, making them a fascinating challenge for system identification. The Logistic Map is a classic example of chaos, first popularized in ecology to model population growth. Its simple equation,\n", "\n", "$$\n", "x_{n+1} = r x_n (1 - x_n)\n", "$$\n", "\n", "captures a rich variety of behaviors, from stable equilibria to periodic oscillations and full chaos, depending on the growth parameter $r$. By studying this system, we gain insights into universal phenomena like the period-doubling route to chaos and the emergence of fractal structures in bifurcation diagrams. In this tutorial, we’ll use SysIdentPy to model the Logistic Map and reconstruct its bifurcation diagram, showcasing how data-driven approaches can capture chaotic dynamics.\n", "\n", "## Visualizing the Logistic Map\n", "\n", "To understand the Logistic Map, let’s first visualize its behavior across different regimes of $r$:\n", "\n", "- **Stable Fixed Points $r < 3$**: For low $r$, the population converges to a steady value.\n", "- **Periodic Regimes $3 < r < 3.57$**: As $r$ increases, the system undergoes period-doubling bifurcations, oscillating between 2, 4, 8, … states.\n", "- **Chaos $r \\geq 3.57$**: Beyond the accumulation point, the system behaves chaotically, with trajectories never repeating.\n", "\n", "A **cobweb plot** helps visualize the iteration process: starting from an initial $x_0$, we alternate between evaluating the Logistic Map (vertical jumps) and updating $x_n$ (horizontal moves to the diagonal). Chaotic regimes show erratic, non-repeating cobweb patterns, while periodic regimes trace stable cycles." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "\n", "from sysidentpy.utils.plotting import plot_results\n", "from sysidentpy.utils.display_results import results\n", "\n", "\n", "def logistic_map(x, r):\n", " \"\"\"Compute one iteration of the logistic map.\"\"\"\n", " return r * x * (1 - x)\n", "\n", "\n", "# Parameters\n", "r = 3.7 # Growth rate (try 2.8, 3.2, 3.5, 3.9)\n", "n_iter = 50 # Number of iterations\n", "x0 = 0.2 # Initial condition\n", "\n", "# Create cobweb plot\n", "x = np.linspace(0, 1, 1000)\n", "f = logistic_map(x, r)\n", "\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(x, f, \"b-\", label=f\"Logistic Map ($r={r}$)\")\n", "plt.plot(x, x, \"k--\", label=\"$y = x$\")\n", "\n", "# Simulate iterations\n", "xt = np.zeros(n_iter)\n", "xt[0] = x0\n", "for i in range(n_iter - 1):\n", " y = logistic_map(xt[i], r)\n", " plt.plot([xt[i], xt[i]], [xt[i], y], \"r\", lw=0.5) # Vertical line\n", " plt.plot([xt[i], y], [y, y], \"r\", lw=0.5) # Horizontal line\n", " xt[i + 1] = y\n", "\n", "plt.xlabel(\"$x_n$\", fontsize=12)\n", "plt.ylabel(\"$x_{n+1}$\", fontsize=12)\n", "plt.title(\"Cobweb Plot for the Logistic Map\")\n", "plt.legend()\n", "plt.grid(alpha=0.3)\n", "plt.xlim(0, 1)\n", "plt.ylim(0, 1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above shows the Logistic Curve (Blue). The diagonal line (Black Dashed) represents $x_{n+1} = x_n$ and shows the intersections with the logistic curve indicate fixed points. Finally, the vertical lines of the Cobweb trajectory (in red) apply the map $x_n \\to x_{n+1}$ and the horizontal lines reset $x_n = x_{n+1}$ for the next iteration.\n", "\n", "The interpretation by regime can be taken as follows:\n", "\n", "- Stable Fixed Point (e.g., $r = 2.8$):\n", " The cobweb spirals inward to a single point.\n", "\n", "- Periodic (e.g., $r = 3.5$):\n", " The trajectory cycles between 4 points (period-4).\n", "\n", "- Chaotic (e.g., $r = 3.9$):\n", " The red lines never repeat, filling the space erratically." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **3. Generating the Bifurcation Diagram**\n", "\n", "The bifurcation diagram summarizes how the Logistic Map’s long-term behavior changes with $r$. We will create it considering:\n", "1. Sweeping $r$ across a range ($3.5 \\leq r \\leq 4.0$).\n", "2. Iterate the map: For each $r$, discard transient iterations (first 500 steps) to focus on asymptotic behavior.\n", "3. Plot $x$ for the remaining iterations.\n", "\n", "The bifurcation diagram reveals several key features. Period-doubling cascades occur as successive bifurcations split stable points into pairs, leading to progressively longer periods. Chaotic regions emerge as dense bands of points, indicating a high sensitivity to initial conditions. Within these chaotic regimes, windows of order appear, such as near $r \\approx 3.83$, where periodic behavior temporarily reemerges, highlighting the subtle structure underlying chaos.\n", "\n", "This diagram serves as a “fingerprint” of the system, which we’ll later reconstruct using SysIdentPy models." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num = 1000\n", "N = 1000\n", "N_drop = 500\n", "r0 = 3.5\n", "\n", "rs = r0 + np.arange(num) / num * (4 - r0)\n", "xss = []\n", "\n", "# Generate bifurcation data\n", "for r in rs:\n", " x = 0.5 # Initial condition\n", " xs = []\n", "\n", " # Warmup iterations (discard transient)\n", " for _ in range(N_drop):\n", " x = logistic_map(x, r)\n", "\n", " # Store stable iterations\n", " for _ in range(N):\n", " x = logistic_map(x, r)\n", " xs.append(x)\n", "\n", " xss.append(xs)\n", "\n", "plt.figure(figsize=(4, 4), dpi=100)\n", "for r, xs in zip(rs, xss):\n", " plt.plot([r] * len(xs), xs, \",\", alpha=0.1, c=\"black\", rasterized=True)\n", "\n", "plt.xlabel(\"$r$\")\n", "plt.ylabel(\"$x_n$\")\n", "plt.title(\"Logistic Map Bifurcation Diagram\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by building a model for the logistic map with $r = 3.5$ to evaluate how SysIdentPy performs in this periodic scenario." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Regressors Parameters ERR\n", "0 1 -2.4433E-14 9.05069788E-01\n", "1 y(k-1)^3 3.6415E-14 9.17450154E-02\n", "2 y(k-1) 3.5000E+00 3.13396079E-03\n", "3 y(k-1)^2 -3.5000E+00 5.12359326E-05\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\model_structure_selection\\forward_regression_orthogonal_least_squares.py:621: UserWarning: n_info_values is greater than the maximum number of all regressors space considering the chosen y_lag, u_lag, and non_degree. We set as 4\n", " self.info_values = self.information_criterion(reg_matrix, y)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = np.array(xss[0]).reshape(-1, 1)\n", "y_train = y[:800, :].copy()\n", "y_test = y[200:, :].copy()\n", "\n", "basis_function = Polynomial(degree=3)\n", "model = FROLS(\n", " ylag=1,\n", " estimator=LeastSquares(),\n", " basis_function=basis_function,\n", " model_type=\"NAR\",\n", ")\n", "model.fit(y=y_train)\n", "yhat = model.predict(y=y_test[:2].reshape(-1, 1), forecast_horizon=len(y_test))\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "\n", "plot_results(y=y_test[model.max_lag :], yhat=yhat[model.max_lag :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **5. Reconstructing the Bifurcation Diagram with Models**\n", "\n", "Can a data-driven model like NARMAX replicate the Logistic Map’s bifurcation behavior? Let’s find out:\n", "\n", "The following steps will be executed:\n", "\n", "1. Loop over $r$: For each value in the range (e.g., 2.5 to 4.0 in steps of 0.01).\n", "2. Train a model: Generate synthetic data for the current $r$, split into training/testing sets, and fit a NARMAX model using SysIdentPy’s `FROLS` algorithm.\n", "3. Prediction: Use the trained model to predict future states, starting from an initial condition.\n", "4. Plot: Collect the asymptotic states and overlay them on a bifurcation diagram." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\model_structure_selection\\forward_regression_orthogonal_least_squares.py:621: UserWarning: n_info_values is greater than the maximum number of all regressors space considering the chosen y_lag, u_lag, and non_degree. We set as 4\n", " self.info_values = self.information_criterion(reg_matrix, y)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\parameter_estimation\\estimators.py:75: UserWarning: Psi matrix might have linearly dependent rows.Be careful and check your data\n", " self._check_linear_dependence_rows(psi)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fit_model(y_train, y_test, degree=3, ylag=1, n_info_values=50):\n", " \"\"\"Fit a NARX model and return predictions.\"\"\"\n", " basis_function = Polynomial(degree=degree)\n", " model = FROLS(\n", " ylag=ylag,\n", " n_info_values=n_info_values,\n", " estimator=LeastSquares(),\n", " basis_function=basis_function,\n", " model_type=\"NAR\",\n", " )\n", " model.fit(y=y_train)\n", " return model.predict(\n", " y=y_test[: model.max_lag].reshape(-1, 1), forecast_horizon=len(y_test)\n", " )\n", "\n", "\n", "def generate_bifurcation_data(rs, N, N_drop):\n", " \"\"\"Generate logistic map data and model predictions for each r.\"\"\"\n", " xss, yhat_bifurcation = [], []\n", " for r in rs:\n", " x = 0.5\n", " # Warm-up iterations\n", " for _ in range(N_drop):\n", " x = logistic_map(x, r)\n", "\n", " # Stable iterations (corrected loop)\n", " xs = []\n", " for _ in range(N):\n", " x = logistic_map(x, r)\n", " xs.append(x)\n", "\n", " xss.append(xs)\n", "\n", " # Prepare data for modeling\n", " y = np.array(xs).reshape(-1, 1)\n", " y_train, y_test = y[:800, :], y[200:, :]\n", " yhat = fit_model(y_train, y_test)\n", " yhat_bifurcation.append(np.array(yhat))\n", "\n", " return xss, yhat_bifurcation\n", "\n", "\n", "# Parameters\n", "num = 1000\n", "N, N_drop = 1000, 500\n", "r0 = 3.5\n", "rs = r0 + np.arange(num) / num * (4 - r0)\n", "\n", "xss, yhat_bifurcation = generate_bifurcation_data(rs, N, N_drop)\n", "\n", "# Plot predicted bifurcation diagram\n", "plt.figure(figsize=(4, 4), dpi=100)\n", "for ind, r in enumerate(rs):\n", " plt.plot(\n", " [r] * len(yhat_bifurcation[ind]),\n", " yhat_bifurcation[ind],\n", " \",\",\n", " alpha=0.1,\n", " c=\"black\",\n", " rasterized=True,\n", " )\n", "\n", "plt.title(\"Bifurcation Diagram with FROLS Predictions\", fontsize=14)\n", "plt.xlabel(\"$r$\", fontsize=12)\n", "plt.ylabel(\"$x_n$\", fontsize=12)\n", "plt.grid(alpha=0.2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "As shown in the plots above, the models accurately reproduce stable cycles in periodic regimes, with minimal prediction errors. In chaotic regimes, the models provide accurate short-term predictions, but long-term divergence occurs due to the sensitivity to initial conditions, highlighting the inherent limitations of chaotic system modeling. The generated bifurcation diagram retains the key features, such as period-doubling and chaotic transitions, although finer details may require a model with higher complexity. This experiment demonstrates SysIdentPy’s ability to capture essential nonlinear dynamics, even in chaotic scenarios." ] } ], "metadata": { "kernelspec": { "display_name": "sysidentpyv04", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }