Neural Networks for Identification, Prediction and Control

PHAM, P. T.; LIU, X.

ISBN 10: 3540199594 / ISBN 13: 9783540199595

Editore: Springer, London, 1995

Riguardo questo articolo

xiv, 238 p. 24 cm. 98 Figures and tables. Hardcover.

Codice articolo 116450

Dati bibliografici

• Titolo: Neural Networks for Identification, Prediction and Control
• Editore: Springer, London
• Data di pubblicazione: 1995
• ISBN 10: 3540199594
• ISBN 13: 9783540199595
• Rilegatura: Hardcover
• Condizione: As new
• Cataloghi dei venditori:
  • Science

Descrizione articolo

Riassunto

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.

Product Description

Book by Pham Duc T Liu Xing