{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulate a Predefined Model\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "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", "from sysidentpy.simulation import SimulateNARMAX\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.generate_data import get_siso_data\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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating 1 input 1 output sample data \n", "### The data is generated by simulating the following model:\n", "\n", "$y_k = 0.2y_{k-1} + 0.1y_{k-1}x_{k-1} + 0.9x_{k-2} + e_{k}$\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 $\\sigma=0.1$\n", "\n", "In the next example we will generate a data with 1000 samples with white noise and selecting 90% of the data to train the model. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000,\n", " colored_noise=False,\n", " sigma=0.001,\n", " train_percentage=90\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining the model\n", "\n", "We already know that the generated data is a result of the model $𝑦_𝑘=0.2𝑦_{𝑘−1}+0.1𝑦_{𝑘−1}𝑥_{𝑘−1}+0.9𝑥_{𝑘−2}+𝑒_𝑘$ . Thus, we can create a model with those regressors follwing a codification pattern:\n", "- $0$ is the constant term,\n", "- $[1001] = y_{k-1}$\n", "- $[100n] = y_{k-n}$\n", "- $[200n] = x1_{k-n}$\n", "- $[300n] = x2_{k-n}$\n", "- $[1011, 1001] = y_{k-11} \\times y_{k-1}$\n", "- $[100n, 100m] = y_{k-n} \\times y_{k-m}$\n", "- $[12001, 1003, 1001] = x11_{k-1} \\times y_{k-3} \\times y_{k-1}$\n", "- and so on\n", "\n", "### Important Note\n", "\n", "The order of the arrays matter. \n", "\n", "If you use [2001, 1001], it will work, but [1001, 2001] will not (the regressor will be ignored). Always put the highest value first:\n", "- $[2003, 2001]$ **works**\n", "- $[2001, 2003]$ **do not work**\n", "\n", "We will handle this limitation in upcoming update." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "s = SimulateNARMAX(basis_function=Polynomial(), calculate_err=True, estimate_parameter=False, extended_least_squares=True)\n", "\n", "# the model must be a numpy array\n", "model = np.array(\n", " [\n", " [1001, 0], # y(k-1)\n", " [2001, 1001], # x1(k-1)y(k-1)\n", " [2002, 0], # x1(k-2)\n", " ]\n", " )\n", "# theta must be a numpy array of shape (n, 1) where n is the number of regressors\n", "theta = np.array([[0.2, 0.9, 0.1]]).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating the model\n", "\n", "After defining the model and theta we just need to use the simulate method.\n", "\n", "The simulate method returns the predicted values and the results where we can look at regressors,\n", "parameters and ERR values." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Regressors Parameters ERR\n", "0 y(k-1) 2.0000E-01 0.00000000E+00\n", "1 x1(k-2) 9.0000E-01 0.00000000E+00\n", "2 x1(k-1)y(k-1) 1.0000E-01 0.00000000E+00\n" ] }, { "data": { "image/png": "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", "text/plain": [ "