{ "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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yhat = s.simulate(\n", " X_test=x_test,\n", " y_test=y_test,\n", " model_code=model,\n", " theta=theta,\n", ")\n", "\n", "r = pd.DataFrame(\n", " results(\n", " s.final_model, s.theta, s.err,\n", " s.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "\n", "plot_results(y=y_test, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_test, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_test, yhat, x_test)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Options\n", "\n", "You can set the `steps_ahead` to run the prediction/simulation:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0018611005609298847\n" ] } ], "source": [ "yhat = s.simulate(\n", " X_test=x_test,\n", " y_test=y_test,\n", " model_code=model,\n", " theta=theta,\n", " steps_ahead=1,\n", " )\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0018387456847899486\n" ] } ], "source": [ "yhat = s.simulate(\n", " X_test=x_test,\n", " y_test=y_test,\n", " model_code=model,\n", " theta=theta,\n", " steps_ahead=21,\n", " )\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimating the parameters\n", "\n", "If you have only the model strucuture, you can create an object with `estimate_parameter=True` and\n", "choose the methed for estimation using `estimator`. In this case, you have to pass the training data\n", "for parameters estimation. \n", "\n", "When `estimate_parameter=True`, we also computate the ERR considering only the regressors defined by the user. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Regressors Parameters ERR\n", "0 y(k-1) 2.0006E-01 9.56312958E-01\n", "1 x1(k-2) 8.9993E-01 4.04769137E-02\n", "2 x1(k-1)y(k-1) 9.9979E-02 3.20650789E-03\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = SimulateNARMAX(basis_function=Polynomial(), estimate_parameter=True, estimator='least_squares', calculate_err=True)\n", "\n", "yhat = s.simulate(\n", " X_train=x_train,\n", " y_train=y_train,\n", " X_test=x_test,\n", " y_test=y_test,\n", " model_code=model,\n", " # theta will be estimated using the defined estimator\n", ")\n", "\n", "r = pd.DataFrame(\n", " results(\n", " s.final_model, s.theta, s.err,\n", " s.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "\n", "plot_results(y=y_test, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_test, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_test, yhat, x_test)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] } ], "metadata": { "interpreter": { "hash": "0e65fe37feb8ff9f7778552a28949e943d61f86c936833305e2c18cda5b438ac" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('rd': conda)", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 4 }