Neural Networks for Identification, Prediction and Control pdf epub mobi txt 电子书 下载 2025


Neural Networks for Identification, Prediction and Control

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Duc T. Pham
Springer
1995-07-07
242
USD 99.00
Hardcover
9783540199595

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      Neural Networks for Identification, Prediction and Control pdf epub mobi txt 电子书 下载 2025



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      This publication describes examples of applications of neural networks in modelling, prediction and control. Topics covered include identification of general linear and nonlinear processes, forecasting of river levels, stock market prices, currency exchange rates, and control of a time-delayed plant and a two-joint robot. The neural network types considered are the multilayer perceptron (MLP), the Elman and Jordan networks, the Group-Method-of-Handling (GMDH), the cerebellar-model-articulation-controller (CMAC) networks and neuromorphic fuzzy logic systems. The algorithms presented are the standard backpropagation (BP) algorithm, the Widrow-Hoff learning, dynamic BP and evolutionary learning. Full listings of computer programs written in C for neural-network-based system identification and prediction to facilitate practical experimentation with neural network techniques are included.

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