{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Presenting main functionality\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we import the NARMAX model, the metric for model evaluation and the methods to generate sample data for tests. Also, we import pandas for specific usage." ] }, { "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.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.generate_data import get_siso_data\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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating 1 input 1 output sample data \n", "\n", "The data is generated by simulating the following model:\n", "\n", "$y_k = 0.2y_{k-1} + 0.1y_{k-1}x_{k-1} + 0.9x_{k-1} + e_{k}$\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_valid, y_train, y_valid = get_siso_data(\n", " n=1000,\n", " colored_noise=False,\n", " sigma=0.0001,\n", " train_percentage=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain a NARMAX model we have to choose some values, *e.g*, the nonlinearity degree (*non_degree*), the maximum lag for the inputs and output (*xlag* and *ylag*). \n", "\n", "In addition, you can select the information criteria to be used with the Error Reduction Ratio to select the model order and the method to estimate the model parameters:\n", "\n", "- Information Criteria: aic, bic, lilc, fpe\n", "- Parameter Estimation: least_squares, total_least_squares, recursive_least_squares, least_mean_squares and many other (see the docs)\n", "\n", "The *n_terms* values is optional. It refer to the number of terms to include in the final model. You can set this value based on the information criteria (see below) or based on priori information about the model structure. The default value is *n_terms=None*, so the algorithm will choose the minimum value reached by the information criteria.\n", "\n", "To use information criteria you have to set *order_selection=True*. You can also select *n_info_values* (default = 15)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "basis_function = Polynomial(degree=2)\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=3,\n", " extended_least_squares=False,\n", " ylag=2, xlag=2,\n", " info_criteria='aic',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Structure Selection\n", "\n", "The *fit* method executes the Error Reduction Ratio algorithm using Househoulder reflection to select the model structure.\n", "\n", "Enforcing keyword-only arguments in *fit* and *predict* methods as well. This is an effort to promote clear and non-ambiguous use of the library." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X=x_train, y=y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Free run simulation\n", "\n", "The *predict* method is use to generate the predictions. For now we only support *free run simulation* (also known as *infinity steps ahead*). Soon will let the user define a *one-step ahead* or *k-step ahead* prediction." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "yhat = model.predict(X=x_valid, y=y_valid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate the model\n", "\n", "In this example we use the *root_relative_squared_error* metric because it is often used in System Identification. More metrics and information about it can be found on documentation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00018332884881097248\n" ] } ], "source": [ "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*model_object.results* return the selected model regressors, the estimated parameters and the ERR values. As shown below, the algorithm detect the exact model that was used for simulate the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Regressors Parameters ERR\n", "0 x1(k-2) 9.0000E-01 9.55965475E-01\n", "1 y(k-1) 2.0000E-01 4.07417821E-02\n", "2 x1(k-1)y(k-1) 9.9997E-02 3.29270161E-03\n" ] } ], "source": [ "r = 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(r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition, you can access the *residuals* and *plot_result* methods to take a look at the prediction and two residual analysis. The *extras* and *lam* values below contain another residues analysis so you can plot it manually. This method will be improved soon. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "