{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Electromechanical System Identification - MetaMSS\n", "\n", "Example created by Wilson Rocha Lacerda Junior\n", "\n", "> **Looking for more details on NARMAX models?**\n", "> For comprehensive information on models, methods, and a wide range of examples and benchmarks implemented in SysIdentPy, check out our book:\n", "> [*Nonlinear System Identification and Forecasting: Theory and Practice With SysIdentPy*](https://sysidentpy.org/book/0%20-%20Preface/)\n", ">\n", "> This book provides in-depth guidance to support your work with SysIdentPy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sysidentpy.model_structure_selection import MetaMSS, FROLS\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import RecursiveLeastSquares\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 (\n", " compute_residues_autocorrelation,\n", " compute_cross_correlation,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1 = pd.read_csv(\"./datasets/x_cc.csv\")\n", "df2 = pd.read_csv(\"./datasets/y_cc.csv\")\n", "\n", "df2[5000:80000].plot(figsize=(10, 4))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 1)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.iloc[::500].values.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will decimate the data using d=500 in this example.\n", "Besides, we separate the MetaMSS data to use the same amount of samples in the prediction validation. Because MetaMSS need a train and test data to optimize the parameters of the model, in this case, we'll use 400 samples to train instead of 500 samples used for the other models. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# we will decimate the data using d=500 in this example\n", "x_train, x_test = np.split(df1.iloc[::500].values, 2)\n", "y_train, y_test = np.split(df2.iloc[::500].values, 2)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\core\\fromnumeric.py:88: RuntimeWarning: overflow encountered in reduce\n", " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\core\\fromnumeric.py:88: RuntimeWarning: invalid value encountered in reduce\n", " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:455: RuntimeWarning: overflow encountered in square\n", " sum_of_squared_residues = np.sum(residues**2)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:465: RuntimeWarning: invalid value encountered in sqrt\n", " se_theta = np.sqrt(var_e)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\metrics\\_regression.py:216: RuntimeWarning: overflow encountered in square\n", " numerator = np.sum(np.square((yhat - y)))\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\narmax_base.py:724: RuntimeWarning: overflow encountered in power\n", " regressor_value[j] = np.prod(np.power(raw_regressor, model_exponent))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\linalg\\linalg.py:2590: RuntimeWarning: divide by zero encountered in power\n", " absx **= ord\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = RecursiveLeastSquares()\n", "\n", "model = MetaMSS(\n", " xlag=5,\n", " ylag=5,\n", " estimator=estimator,\n", " maxiter=5,\n", " n_agents=15,\n", " basis_function=basis_function,\n", " random_state=42,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.035919583498004094\n", " Regressors Parameters ERR\n", "0 1 -6.1606E+02 0.00000000E+00\n", "1 y(k-1) 1.3117E+00 0.00000000E+00\n", "2 y(k-2) -3.0579E-01 0.00000000E+00\n", "3 x1(k-1) 5.7920E+02 0.00000000E+00\n", "4 x1(k-3) -1.8750E-01 0.00000000E+00\n", "5 x1(k-1)y(k-1) -1.7305E-01 0.00000000E+00\n", "6 x1(k-2)y(k-1) -1.1660E-01 0.00000000E+00\n", "7 x1(k-1)y(k-2) 1.2182E-01 0.00000000E+00\n", "8 x1(k-2)y(k-2) 3.4112E-02 0.00000000E+00\n", "9 x1(k-1)y(k-3) -4.8970E-02 0.00000000E+00\n", "10 x1(k-1)y(k-4) 1.3846E-02 0.00000000E+00\n", "11 x1(k-2)^2 1.0290E+02 0.00000000E+00\n", "12 x1(k-3)x1(k-2) 8.6745E-01 0.00000000E+00\n", "13 x1(k-4)x1(k-2) 3.4336E-01 0.00000000E+00\n", "14 x1(k-5)x1(k-2) 2.7815E-01 0.00000000E+00\n", "15 x1(k-3)^2 -9.3749E-01 0.00000000E+00\n", "16 x1(k-4)x1(k-3) 6.1039E-01 0.00000000E+00\n", "17 x1(k-5)x1(k-3) 3.9361E-02 0.00000000E+00\n", "18 x1(k-4)^2 -4.6335E-01 0.00000000E+00\n", "19 x1(k-5)x1(k-4) -9.5668E-02 0.00000000E+00\n", "20 x1(k-5)^2 3.6922E-01 0.00000000E+00\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yhat = model.predict(X=x_test, y=y_test, steps_ahead=None)\n", "rrse = root_relative_squared_error(y_test[model.max_lag :, :], yhat[model.max_lag :, :])\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\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": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0017530517788608157" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the evolution of the agents\n", "plt.plot(model.best_by_iter)\n", "model.best_by_iter[-1]" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# You have access to all tested models\n", "# model.tested_models" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NARX_KNeighborsRegressor 1.158\n", "NARX_DecisionTreeRegressor 0.203\n", "NARX_RandomForestRegressor 0.146\n", "NARX_Catboost 0.120\n", "NARX_ARD 0.083\n", "FROLS-Polynomial_NARX 0.057\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\core\\fromnumeric.py:88: RuntimeWarning: overflow encountered in reduce\n", " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\core\\fromnumeric.py:88: RuntimeWarning: invalid value encountered in reduce\n", " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:455: RuntimeWarning: overflow encountered in square\n", " sum_of_squared_residues = np.sum(residues**2)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\model_structure_selection\\meta_model_structure_selection.py:465: RuntimeWarning: invalid value encountered in sqrt\n", " se_theta = np.sqrt(var_e)\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\metrics\\_regression.py:216: RuntimeWarning: overflow encountered in square\n", " numerator = np.sum(np.square((yhat - y)))\n", "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\narmax_base.py:724: RuntimeWarning: overflow encountered in power\n", " regressor_value[j] = np.prod(np.power(raw_regressor, model_exponent))\n", "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpy334\\Lib\\site-packages\\numpy\\linalg\\linalg.py:2590: RuntimeWarning: divide by zero encountered in power\n", " absx **= ord\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MetaMSS 0.036\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.svm import SVC\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.ensemble import RandomForestRegressor\n", "from catboost import CatBoostRegressor\n", "from sklearn.linear_model import ARDRegression\n", "from sysidentpy.general_estimators import NARX\n", "\n", "xlag = ylag = 5\n", "\n", "estimators = [\n", " (\n", " \"NARX_KNeighborsRegressor\",\n", " NARX(\n", " base_estimator=KNeighborsRegressor(),\n", " xlag=xlag,\n", " ylag=ylag,\n", " basis_function=basis_function,\n", " ),\n", " ),\n", " (\n", " \"NARX_DecisionTreeRegressor\",\n", " NARX(\n", " base_estimator=DecisionTreeRegressor(),\n", " xlag=xlag,\n", " ylag=ylag,\n", " basis_function=basis_function,\n", " ),\n", " ),\n", " (\n", " \"NARX_RandomForestRegressor\",\n", " NARX(\n", " base_estimator=RandomForestRegressor(n_estimators=200),\n", " xlag=xlag,\n", " ylag=ylag,\n", " basis_function=basis_function,\n", " ),\n", " ),\n", " (\n", " \"NARX_Catboost\",\n", " NARX(\n", " base_estimator=CatBoostRegressor(\n", " iterations=800, learning_rate=0.1, depth=8\n", " ),\n", " xlag=xlag,\n", " ylag=ylag,\n", " basis_function=basis_function,\n", " fit_params={\"verbose\": False},\n", " ),\n", " ),\n", " (\n", " \"NARX_ARD\",\n", " NARX(\n", " base_estimator=ARDRegression(),\n", " xlag=xlag,\n", " ylag=ylag,\n", " basis_function=basis_function,\n", " ),\n", " ),\n", " (\n", " \"FROLS-Polynomial_NARX\",\n", " FROLS(\n", " order_selection=True,\n", " n_info_values=50,\n", " ylag=ylag,\n", " xlag=xlag,\n", " basis_function=basis_function,\n", " info_criteria=\"bic\",\n", " err_tol=None,\n", " ),\n", " ),\n", " (\n", " \"MetaMSS\",\n", " MetaMSS(\n", " norm=-2,\n", " xlag=xlag,\n", " ylag=ylag,\n", " estimator=estimator,\n", " maxiter=5,\n", " n_agents=15,\n", " loss_func=\"metamss_loss\",\n", " basis_function=basis_function,\n", " random_state=42,\n", " ),\n", " ),\n", "]\n", "\n", "\n", "all_results = {}\n", "for model_name, modelo in estimators:\n", " all_results[\"%s\" % model_name] = []\n", " modelo.fit(X=x_train, y=y_train)\n", " yhat = modelo.predict(X=x_test, y=y_test)\n", " if model_name in [\"FROLS-Polynomial_NARX\", \"MetaMSS\"]:\n", " result = root_relative_squared_error(\n", " y_test[modelo.max_lag :], yhat[modelo.max_lag :]\n", " )\n", " else:\n", " result = root_relative_squared_error(y_test, yhat)\n", " all_results[\"%s\" % model_name].append(result)\n", " print(model_name, \"%.3f\" % np.mean(result))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MetaMSS 0.035919583498004094\n", "FROLS-Polynomial_NARX 0.05729765719062527\n", "NARX_ARD 0.08265856190495872\n", "NARX_Catboost 0.12034851661643597\n", "NARX_RandomForestRegressor 0.14557973585496042\n", "NARX_DecisionTreeRegressor 0.203057724881072\n", "NARX_KNeighborsRegressor 1.157787546845798\n" ] } ], "source": [ "for model_name, metric in sorted(\n", " all_results.items(), key=lambda x: np.mean(x[1]), reverse=False\n", "):\n", " print(model_name, np.mean(metric))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.11 ('sysidentpy')", "language": "python", "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": "3.11.9" }, "orig_nbformat": 2, "vscode": { "interpreter": { "hash": "6122b8e9a415d491a60d2aa2b14b5f480b1f9357936ab0812f164e9ecca5eed1" } } }, "nbformat": 4, "nbformat_minor": 2 }