{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Create a NARX Neural Network\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": [ "## 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 import Polynomial\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", ")\n", "from sysidentpy.utils.narmax_tools import regressor_code\n", "import torch" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.cuda.is_available()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using cpu device\n" ] } ], "source": [ "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "print(f\"Using {device} device\")" ] }, { "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": 4, "metadata": {}, "outputs": [], "source": [ "x_train, x_valid, y_train, y_valid = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.01, 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": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\wilso\\Desktop\\projects\\GitHub\\sysidentpy\\sysidentpy\\neural_network\\narx_nn.py:156: UserWarning: No CUDA available. We set the device as CPU\n", " self.device = self._check_cuda(device)\n" ] } ], "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=2000,\n", " verbose=False,\n", " device=\"cuda\",\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": [], "source": [ "basis_function = Polynomial(degree=1)\n", "\n", "regressors = regressor_code(\n", " X=x_train,\n", " xlag=2,\n", " ylag=2,\n", " model_type=\"NARMAX\",\n", " model_representation=\"neural_network\",\n", " basis_function=basis_function,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_features = regressors.shape[0] # the number of features of the NARX net\n", "n_features" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1001],\n", " [1002],\n", " [2001],\n", " [2002]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressors" ] }, { "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(n_features, 30)\n", " self.lin2 = nn.Linear(30, 30)\n", " self.lin3 = nn.Linear(30, 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": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "if device == \"cuda\":\n", " narx_net.net.to(torch.device(\"cuda\"))" ] }, { "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": 12, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "narx_net.fit(X=x_train, y=y_train, X_test=x_valid, y_test=y_valid)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "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": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.00013103585914746256\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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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": 15, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 0.00010086796658327408\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class NARX(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.lin = nn.Linear(n_features, 30)\n", " self.lin2 = nn.Linear(30, 30)\n", " self.lin3 = nn.Linear(30, 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", "\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=2000,\n", " verbose=False,\n", " optim_params={\n", " \"betas\": (0.9, 0.999),\n", " \"eps\": 1e-05,\n", " }, # 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. Check how to use it in their respective examples." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.4 ('sys020')", "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": "c6484ee4345025cc8967d1508e8caa72fad18e9e16d1c0b0ee6d0a1e6f1c86ee" } } }, "nbformat": 4, "nbformat_minor": 2 }