{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# V0.1.6 - 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", "import matplotlib.pyplot as plt\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.generate_data import get_miso_data, get_siso_data\n", "from sysidentpy.polynomial_basis.simulation import SimulatePolynomialNarmax\n" ] }, { "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=1000,\n", " colored_noise=False,\n", " sigma=0.001,\n", " train_percentage=90)" ] }, { "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", "### Importante 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 = SimulatePolynomialNarmax()\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": [ { 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", 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