{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using the Accelerated Orthogonal Least-Squares algorithm for building Polynomial NARX models\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "cell_type": "code", "execution_count": 2, "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._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 compute_residues_autocorrelation, compute_cross_correlation\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": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "basis_function = Polynomial(degree=2)\n", "model = AOLS(\n", " xlag=3,\n", " ylag=3,\n", " k=5,\n", " L=1,\n", " basis_function=basis_function\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0017199085444519788\n", " Regressors Parameters ERR\n", "0 y(k-1) 2.0000E-01 0.00000000E+00\n", "1 x1(k-2) 9.0004E-01 0.00000000E+00\n", "2 x1(k-1)y(k-1) 1.0012E-01 0.00000000E+00\n", "3 x1(k-1)^2 1.5547E-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", "results = pd.DataFrame(\n", " results(\n", " model.final_model, model.theta, model.err,\n", " model.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(results)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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