{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NFIR Model - Overview\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": "markdown", "metadata": {}, "source": [ "This example shows how to use SysIdentPy to build NFIR models. NFIR models are models with no output feedback. In other words, there are no $y(k-n_y)$ regressors, only $x(k-n_x)$.\n", "\n", "The NFIR model can be described as:\n", "\n", "$$\n", " y_k= F^\\ell[x_{k-d}, x_{k-d-1}, \\dotsc, x_{k-d-n_x}, e_{k-1}, \\dotsc, e_{k-n_e}] + e_k\n", "$$\n", "\n", "where $n_x \\in \\mathbb{N}$ is the maximum lag for the system input; $x_k \\in \\mathbb{R}^{n_x}$ is the system input at discrete time $k \\in \\mathbb{N}^n$; $e_k \\in \\mathbb{R}^{n_e}$ stands for uncertainties and possible noise at discrete time $k$. In this case, $\\mathcal{F}^\\ell$ is some nonlinear function of the input regressors with nonlinearity degree $\\ell \\in \\mathbb{N}$ and $d$ is a time delay typically set to $d=1$.\n", "\n", "It is important to note that NFIR model size is generally significantly higher compared to their counterpart NARMAX model size. This drawback can be noted in linear models dimensionality and it leads to even more complex scenarios in the nonlinear case.\n", "\n", "So, if you are looking for parsimonious and compact models, consider using NARMAX models. However, when comparing NFIR and NARMAX models, it's generally more challenging to establish stability, particularly in a control-oriented context, with NARMAX models than with NFIR models." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pip install sysidentpy" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import LeastSquares, RecursiveLeastSquares\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_results\n", "from sysidentpy.model_structure_selection import AOLS, FROLS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NFIR x NARMAX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will reproduce the same example provided in the [\"presenting main functionality section\"](https://sysidentpy.org/examples/basic_steps/). In that example, we use a NARX model with xlag and ylag equal to 2 and a nonlinearity degree equal to 2. That resulted in a model with 3 regressors and a RRSE (validation metric) equal to $0.000184$\n", "\n", "| Regressors | Parameters | ERR |\n", "|---------------|--------------|----------------|\n", "| x1(k-2) | 9.0001E-01 | 9.57505011E-01 |\n", "| y(k-1) | 2.0001E-01 | 3.89117583E-02 |\n", "| x1(k-1)y(k-1) | 9.9992E-02 | 3.58319976E-03 |\n", "\n", "### So, what happens if I use a NFIR model with the same configuration?\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\model_structure_selection\\forward_regression_orthogonal_least_squares.py:618: UserWarning: n_info_values is greater than the maximum number of all regressors space considering the chosen y_lag, u_lag, and non_degree. We set as 6\n", " self.info_values = self.information_criterion(reg_matrix, y)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.2129700627690414\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9017E-01 9.55432286E-01\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(seed=42)\n", "# generating simulated data\n", "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")\n", "\n", "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "model = FROLS(\n", " order_selection=True,\n", " xlag=2,\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", " model_type=\"NFIR\",\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the NFIR case, we got a model with 1 regressor, but with significantly worse RRSE ($0.21$)\n", "\n", "| Regressors | Parameters | ERR |\n", "|------------|-------------|----------------|\n", "| x1(k-2) | 8.9017E-01 | 9.55432286E-01 |\n", "\n", "\n", "So, to get a better NFIR model, we have to set a higher order model. In other words, we have to set a higher maximum lag to build the model.\n", "\n", "Lets set xlag=3." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.04314951932710626\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9980E-01 9.55367779E-01\n", "1 x1(k-3) 1.7832E-01 3.94348076E-02\n", "2 x1(k-3)x1(k-1) 9.1104E-02 3.33315478E-03\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(seed=42)\n", "# generating simulated data\n", "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")\n", "\n", "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "model = FROLS(\n", " order_selection=True,\n", " xlag=3,\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", " model_type=\"NFIR\",\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the model have 3 regressors, but the RRSE is still worse ($0.04$).\n", "\n", "| Regressors | Parameters | ERR |\n", "|-----------------|-------------|----------------|\n", "| x1(k-2) | 8.9980E-01 | 9.55367779E-01 |\n", "| x1(k-3) | 1.7832E-01 | 3.94348076E-02 |\n", "| x1(k-3)x1(k-1) | 9.1104E-02 | 3.33315478E-03 |\n", "\n", "Lets set xlag=5." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.004209451216121233\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9978E-01 9.55485306E-01\n", "1 x1(k-3) 1.7979E-01 3.93181813E-02\n", "2 x1(k-3)x1(k-1) 8.9706E-02 3.33141271E-03\n", "3 x1(k-4) 3.5772E-02 1.54789285E-03\n", "4 x1(k-4)x1(k-2) 1.7615E-02 1.09675506E-04\n", "5 x1(k-4)x1(k-1) 1.7871E-02 1.13215338E-04\n", "6 x1(k-5) 6.9594E-03 6.23773643E-05\n", "7 x1(k-5)x1(k-1) 4.1353E-03 6.10794551E-06\n", "8 x1(k-5)x1(k-3) 3.4007E-03 3.98364615E-06\n", "9 x1(k-5)x1(k-2) 2.9798E-03 3.42693984E-06\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(seed=42)\n", "# generating simulated data\n", "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")\n", "\n", "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "model = FROLS(\n", " order_selection=True,\n", " xlag=5,\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", " model_type=\"NFIR\",\n", " err_tol=None,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the RRSE is closer to the NARMAX model, but the NFIR model have 10 regressors. So, as mentioned before, the order of NFIR models is generally higher than NARMAX model to get comparable results.\n", "\n", "| Regressors | Parameters | ERR |\n", "|-----------------|-------------|----------------|\n", "| x1(k-2) | 8.9978E-01 | 9.55485306E-01 |\n", "| x1(k-3) | 1.7979E-01 | 3.93181813E-02 |\n", "| x1(k-3)x1(k-1) | 8.9706E-02 | 3.33141271E-03 |\n", "| x1(k-4) | 3.5772E-02 | 1.54789285E-03 |\n", "| x1(k-4)x1(k-2) | 1.7615E-02 | 1.09675506E-04 |\n", "| x1(k-4)x1(k-1) | 1.7871E-02 | 1.13215338E-04 |\n", "| x1(k-5) | 6.9594E-03 | 6.23773643E-05 |\n", "| x1(k-5)x1(k-1) | 4.1353E-03 | 6.10794551E-06 |\n", "| x1(k-5)x1(k-3) | 3.4007E-03 | 3.98364615E-06 |\n", "| x1(k-5)x1(k-2) | 2.9798E-03 | 3.42693984E-06 |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "xlag = 35" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0033427508754120074\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.0009E-01 9.55386378E-01\n", "1 x1(k-3) 1.8001E-01 3.94178379E-02\n", "2 x1(k-3)x1(k-1) 9.0886E-02 3.32874170E-03\n", "3 x1(k-4) 3.5412E-02 1.54540871E-03\n", "4 x1(k-4)x1(k-2) 1.8743E-02 1.12751104E-04\n", "5 x1(k-4)x1(k-1) 1.8378E-02 1.13878189E-04\n", "6 x1(k-5) 6.7236E-03 6.27406151E-05\n", "7 x1(k-5)x1(k-1) 4.4974E-03 6.32909200E-06\n", "8 x1(k-5)x1(k-3) 3.5420E-03 3.95779051E-06\n", "9 x1(k-5)x1(k-2) 5.5656E-03 3.39231220E-06\n", "10 x1(k-6) 1.5079E-03 2.37202762E-06\n", "11 x1(k-6)x1(k-2) 1.8768E-03 3.65196792E-07\n", "12 x1(k-6)x1(k-3) 1.0685E-03 2.92529290E-07\n", "13 x1(k-6)x1(k-1) 6.3191E-04 2.55676107E-07\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(seed=42)\n", "# generating simulated data\n", "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.001, train_percentage=90\n", ")\n", "\n", "basis_function = Polynomial(degree=2)\n", "estimator = RecursiveLeastSquares()\n", "model = FROLS(\n", " order_selection=True,\n", " xlag=35,\n", " n_info_values=200,\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", " model_type=\"NFIR\",\n", " err_tol=None,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the RRSE is closer to the NARMAX model, but the NFIR model have 14 regressors, with `RRSE=0.0033`. So, as you can check in these examples, the order of NFIR models is generally higher than NARMAX model to get comparable results, even trying different parameter estimation algorithms\n", "\n", "| Regressors | Parameters | ERR |\n", "|-------------------|-------------|-----------------|\n", "| x1(k-2) | 9.0009E-01 | 9.55386378E-01 |\n", "| x1(k-3) | 1.8001E-01 | 3.94178379E-02 |\n", "| x1(k-3)x1(k-1) | 9.0886E-02 | 3.32874170E-03 |\n", "| x1(k-4) | 3.5412E-02 | 1.54540871E-03 |\n", "| x1(k-4)x1(k-2) | 1.8743E-02 | 1.12751104E-04 |\n", "| x1(k-4)x1(k-1) | 1.8378E-02 | 1.13878189E-04 |\n", "| x1(k-5) | 6.7236E-03 | 6.27406151E-05 |\n", "| x1(k-5)x1(k-1) | 4.4974E-03 | 6.32909200E-06 |\n", "| x1(k-5)x1(k-3) | 3.5420E-03 | 3.95779051E-06 |\n", "| x1(k-5)x1(k-2) | 5.5656E-03 | 3.39231220E-06 |\n", "| x1(k-6) | 1.5079E-03 | 2.37202762E-06 |\n", "| x1(k-6)x1(k-2) | 1.8768E-03 | 3.65196792E-07 |\n", "| x1(k-6)x1(k-3) | 1.0685E-03 | 2.92529290E-07 |\n", "| x1(k-6)x1(k-1) | 6.3191E-04 | 2.55676107E-07 |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "v0.3.3", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }