{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# AOLS Overview\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": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_residues_correlation, plot_results\n", "from sysidentpy.residues.residues_correlation import (\n", " compute_residues_autocorrelation,\n", " compute_cross_correlation,\n", ")\n", "from sysidentpy.model_structure_selection import AOLS\n", "\n", "# generating simulated data\n", "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "model = AOLS(xlag=3, ylag=3, k=5, L=1, basis_function=basis_function)\n", "\n", "model.fit(X=x_train, y=y_train)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0018996279285613828\n", " Regressors Parameters ERR\n", "0 y(k-1) 1.9999E-01 0.00000000E+00\n", "1 x1(k-2) 9.0003E-01 0.00000000E+00\n", "2 x1(k-1)y(k-1) 9.9954E-02 0.00000000E+00\n", "3 x1(k-3)y(k-1) -2.1442E-04 0.00000000E+00\n", "4 x1(k-1)^2 3.3714E-04 0.00000000E+00\n" ] } ], "source": [ "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\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)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(y=y_test, yhat=yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_test, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_test, yhat, x_test)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] } ], "metadata": { "interpreter": { "hash": "1fd05136b494e407c96c946b65ee96075bdd026ac07c167ce83cf2e10cdcabba" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('sysidentpy': 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": "3.11.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }