{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Model With Multiple Inputs\n", "\n", "Example created by Wilson Rocha Lacerda Junior\n", "\n", "> **Looking for more details on NARMAX models?**\n", "> For comprehensive information on models, methods, and a wide range of examples and benchmarks implemented in SysIdentPy, check out our book:\n", "> [*Nonlinear System Identification and Forecasting: Theory and Practice With SysIdentPy*](https://sysidentpy.org/book/0%20-%20Preface/)\n", ">\n", "> This book provides in-depth guidance to support your work with SysIdentPy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating 2 input 1 output sample data\n", "\n", "\n", "The data is generated by simulating the following model:\n", "\n", "$y_k = 0.4y_{k-1}^2 + 0.1y_{k-1}x1_{k-1} + 0.6x2_{k-1} -0.3x1_{k-1}x2_{k-2} + e_{k}$\n", "\n", "If *colored_noise* is set to True:\n", "\n", "$e_{k} = 0.8\\nu_{k-1} + \\nu_{k}$\n", "\n", "where $x$ is a uniformly distributed random variable and $\\nu$ is a gaussian distributed variable with $\\mu=0$ and $\\sigma=0.001$\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pip install sysidentpy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_results\n", "from sysidentpy.utils.generate_data import get_miso_data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x_train, x_valid, y_train, y_valid = get_miso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a specific difference for multiple input data.\n", "\n", "- You have to pass the lags for each input in a nested list (*e.g., [[1, 2], [1, 2]]*)\n", "\n", "The remainder settings remains the same." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build the model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_terms=4,\n", " ylag=2,\n", " xlag=[[1, 2], [1, 2]],\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", " err_tol=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X=x_train, y=y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model evaluation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00314141814133057\n", " Regressors Parameters ERR\n", "0 x2(k-1) 5.9999E-01 9.15006949E-01\n", "1 x2(k-2)x1(k-1) -3.0010E-01 4.31748224E-02\n", "2 y(k-1)^2 3.9976E-01 4.15131661E-02\n", "3 x1(k-1)y(k-1) 1.0028E-01 2.96827987E-04\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yhat = model.predict(X=x_valid, y=y_valid)\n", "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\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", "plot_results(y=y_valid, yhat=yhat, n=1000)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xaxis = np.arange(1, model.n_info_values + 1)\n", "plt.plot(xaxis, model.info_values)\n", "plt.xlabel(\"n_terms\")\n", "plt.ylabel(\"Information Criteria\")" ] } ], "metadata": { "interpreter": { "hash": "0e65fe37feb8ff9f7778552a28949e943d61f86c936833305e2c18cda5b438ac" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('rd': conda)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }