{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Inputs usage\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "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": 3, "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._basis_function import Polynomial\n", "from sysidentpy.metrics import root_relative_squared_error\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.utils.generate_data import get_miso_data, get_siso_data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "x_train, x_valid, y_train, y_valid = get_miso_data(\n", " n=1000,\n", " colored_noise=False,\n", " sigma=0.001,\n", " 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": 5, "metadata": {}, "outputs": [], "source": [ "basis_function = Polynomial(degree=2)\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_terms=4,\n", " extended_least_squares=False,\n", " ylag=2, xlag=[[1, 2], [1, 2]],\n", " info_criteria='aic',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.002841959614323379\n", " Regressors Parameters ERR\n", "0 x2(k-1) 5.9999E-01 9.07711754E-01\n", "1 x2(k-2)x1(k-1) -3.0026E-01 4.85923554E-02\n", "2 y(k-1)^2 4.0010E-01 4.33885976E-02\n", "3 x1(k-1)y(k-1) 1.0069E-01 3.00089319E-04\n" ] }, { "data": { "image/png": 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", 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