{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Using the Accelerated Orthogonal Least-Squares algorithm for building Polynomial NARX models\r\n",
    "\r\n",
    "Example created by Wilson Rocha Lacerda Junior"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "from sysidentpy.polynomial_basis import AOLS\r\n",
    "from sysidentpy.utils.generate_data import get_siso_data\r\n",
    "from sysidentpy.metrics import root_relative_squared_error\r\n",
    "import pandas as pd\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "\r\n",
    "x_train, x_test, y_train, y_test = get_siso_data(\r\n",
    "    n=1000, colored_noise=False, sigma=0.001, train_percentage=90\r\n",
    ")\r\n",
    "\r\n",
    "model = AOLS(\r\n",
    "    xlag=3,\r\n",
    "    ylag=3,\r\n",
    "    non_degree=2,\r\n",
    "    n_inputs=1,\r\n",
    "    k=5,\r\n",
    "    l=1,\r\n",
    ")"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "\r\n",
    "model.fit(x_train, y_train)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<sysidentpy.polynomial_basis.aols.AOLS at 0x281791b5d90>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "yhat = model.predict(x_test, y_test)\r\n",
    "rrse = root_relative_squared_error(y_test, yhat)\r\n",
    "\r\n",
    "results = pd.DataFrame(\r\n",
    "    model.results(err_precision=8, dtype=\"dec\"),\r\n",
    "    columns=[\"Regressors\", \"Parameters\", \"ERR\"],\r\n",
    ")\r\n",
    "print(rrse, '\\n', results)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.0017537746480971851 \n",
      "       Regressors Parameters         ERR\n",
      "0         y(k-1)     0.1999  0.00000000\n",
      "1        x1(k-2)     0.9000  0.00000000\n",
      "2  x1(k-1)y(k-1)     0.1001  0.00000000\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "ee, ex, extras, lam = model.residuals(x_test, y_test, yhat)\r\n",
    "model.plot_result(y_test, yhat, ee, ex, n=100)"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.8.11",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.11 64-bit ('sysidentpy': conda)"
  },
  "interpreter": {
   "hash": "1fd05136b494e407c96c946b65ee96075bdd026ac07c167ce83cf2e10cdcabba"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}