Neural Networks for Identification, Prediction, and Control - Rilegato

Pham, D. T.; Liu, Xing

 
9783540199595: Neural Networks for Identification, Prediction, and Control

Sinossi

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-Data 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 programmes 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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Book by Pham Duc T Liu Xing

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Altre edizioni note dello stesso titolo

9781447132462: Neural Networks for Identification, Prediction and Control

Edizione in evidenza

ISBN 10:  1447132467 ISBN 13:  9781447132462
Casa editrice: Springer, 2012
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