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使用 NARX 网络和时延网络进行建模和预测

使用动态神经网络(包括带反馈的网络)求解时间序列问题

App

神经网络时间序列Solve nonlinear time series problem using dynamic neural networks

函数

ntstool打开神经网络时间序列
view查看浅层神经网络
timedelaynetTime delay neural network
narxnetNonlinear autoregressive neural network with external input
narnetNonlinear autoregressive neural network
layrecnetLayer recurrent neural network
distdelaynetDistributed delay network
trainTrain shallow neural network
gensimGenerate Simulink block for shallow neural network simulation
adddelayAdd delay to neural network response
removedelayRemove delay to neural network’s response
closeloopConvert neural network open-loop feedback to closed loop
openloopConvert neural network closed-loop feedback to open loop
ploterrhistPlot error histogram
plotinerrcorrPlot input to error time-series cross-correlation
plotregression绘制线性回归图
plotresponsePlot dynamic network time series response
ploterrcorrPlot autocorrelation of error time series
genFunctionGenerate MATLAB function for simulating shallow neural network

示例和操作指南

基本设计

训练可扩展性和效率

最优解

概念