{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Building NARX Neural Network using Sysidentpy\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Series-Parallel Training and Parallel prediction\n", "\n", "Currently *SysIdentPy* support a Series-Parallel (open-loop) Feedforward Network training\n", "process, which make the training process easier. We convert the NARX network from Series-Parallel to the Parallel (closed-loop) configuration for prediction. \n", "\n", "Series-Parallel allows us to use Pytorch directly for training, so we can use all the power of the Pytorch library to build our NARX Neural Network model! \n", "\n", "![](figures/narxnet.png)\n", "\n", "The reader is referred to the following paper for a more in depth discussion about Series-Parallel and Parallel configurations regarding NARX neural network:\n", "\n", "[Parallel Training Considered Harmful?: Comparing series-parallel and parallel feedforward\n", "network training](https://arxiv.org/pdf/1706.07119.pdf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building a NARX Neural Network\n", "\n", "First, just import the necessary packages" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pip install sysidentpy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "from torch import nn\n", "from sysidentpy.metrics import mean_squared_error\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.neural_network import NARXNN\n", "\n", "from sysidentpy.basis_function._basis_function import Polynomial, Fourier\n", "from sysidentpy.utils.generate_data import get_siso_data\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", "from sysidentpy.utils.narmax_tools import regressor_code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting the 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 $\\sigma=0.1$" ] }, { "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=0.01,\n", " train_percentage=80\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choosing the NARX parameters, loss function and optimizer\n", "\n", "One can create a NARXNN object and choose the maximum lag of both input and output for building the regressor matrix to serve as input of the network.\n", "\n", "In addition, you can choose the loss function, the optimizer, the optional parameters of the optimizer, the number of epochs.\n", "\n", "Because we built this feature on top of Pytorch, you can choose any of the loss function of the torch.nn.functional. [Click here](https://pytorch.org/docs/stable/nn.functional.html#loss-functions) for a list of the loss functions you can use. You just need to pass the name of the loss function you want.\n", "\n", "Similarly, you can choose any of the optimizers of the torch.optim. [Click here](https://pytorch.org/docs/stable/optim.html) for a list of optimizers available.\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "basis_function = Polynomial(degree=1)\n", "\n", "narx_net = NARXNN(\n", " ylag=2,\n", " xlag=2,\n", " basis_function=basis_function,\n", " model_type=\"NARMAX\",\n", " loss_func='mse_loss',\n", " optimizer='Adam',\n", " epochs=200,\n", " verbose=False,\n", " optim_params={\n", " 'betas': (0.9, 0.999),\n", " 'eps': 1e-05\n", " } # optional parameters of the optimizer\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we have defined our NARXNN using $ylag=2$, $xlag=2$ and a polynomial basis function with $degree=1$, we have a regressor matrix with 4 features. We need the size of the regressor matrix to build the layers of our network. Our input data(x_train) have only one feature, but since we are creating an NARX network, a regressor matrix is built behind the scenes with new features based on the xlag and ylag. \n", "\n", "If you need help finding how many regressors are created behind the scenes you can use the narmax_tools function regressor_code and take the size of the regressor code generated:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1001],\n", " [1002],\n", " [2001],\n", " [2002]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressors = regressor_code(X=x_train,\n", " degree=1,\n", " xlag=2,\n", " ylag=2,\n", " model_type=\"NARMAX\",\n", " model_representation=\"neural_network\",\n", " basis_function=basis_function\n", ")\n", "\n", "regressors" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressors.shape[0] # the number of features of the NARX net" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building the NARX Neural Network\n", "\n", "The configuration of your network follows exactly the same pattern of a network defined in Pytorch. The following representing our NARX neural network." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class NARX(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.lin = nn.Linear(4, 10)\n", " self.lin2 = nn.Linear(10, 10)\n", " self.lin3 = nn.Linear(10, 1)\n", " self.tanh = nn.Tanh()\n", "\n", " def forward(self, xb):\n", " z = self.lin(xb)\n", " z = self.tanh(z)\n", " z = self.lin2(z)\n", " z = self.tanh(z)\n", " z = self.lin3(z)\n", " return z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have to pass the defined network to our NARXNN estimator." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "narx_net.net = NARX() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit and Predict\n", "\n", "Because we have a fit (for training) and predict function for Polynomial NARMAX, we create the same pattern for the NARX net. So, you only have to fit and predict using the following:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [], "source": [ "narx_net.fit(X=x_train, y=y_train)\n", "yhat = narx_net.predict(X=x_valid, y=y_valid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results\n", "\n", "Now we show the results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.00024044676069527335\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"MSE: \", mean_squared_error(y_valid, yhat))\n", "plot_results(y=y_valid, yhat=yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Note\n", "\n", "If you built the net configuration before calling the NARXNN, you can just pass the model to the NARXNN as follows:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.00032344439991617644\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class NARX(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.lin = nn.Linear(4, 10)\n", " self.lin2 = nn.Linear(10, 10)\n", " self.lin3 = nn.Linear(10, 1)\n", " self.tanh = nn.Tanh()\n", "\n", " def forward(self, xb):\n", " z = self.lin(xb)\n", " z = self.tanh(z)\n", " z = self.lin2(z)\n", " z = self.tanh(z)\n", " z = self.lin3(z)\n", " return z\n", "\n", "narx_net2 = NARXNN(\n", " net=NARX(),\n", " ylag=2,\n", " xlag=2,\n", " basis_function=basis_function,\n", " model_type=\"NARMAX\",\n", " loss_func='mse_loss',\n", " optimizer='Adam',\n", " epochs=200,\n", " verbose=False,\n", " optim_params={'betas': (0.9, 0.999), 'eps': 1e-05} # optional parameters of the optimizer\n", ")\n", "\n", "narx_net2.fit(X=x_train, y=y_train)\n", "yhat = narx_net2.predict(X=x_valid, y=y_valid)\n", "print(\"MSE: \", mean_squared_error(y_valid, yhat))\n", "\n", "plot_results(y=y_valid, yhat=yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Note\n", "\n", "Remember you can use n-steps-ahead prediction and NAR and NFIR models now. Check how to use it in their respective examples. " ] } ], "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": "3.8.11" }, "orig_nbformat": 2, "vscode": { "interpreter": { "hash": "6122b8e9a415d491a60d2aa2b14b5f480b1f9357936ab0812f164e9ecca5eed1" } } }, "nbformat": 4, "nbformat_minor": 2 }