Application of Neural Networks to Adaptive Control of Nonlinear Systems - Rilegato

Ng, G. W.

Rilegato

ISBN 10: 0471972630 ISBN 13: 9780471972631

Casa editrice: John Wiley & Sons Inc, 1997

Riassunto

This book investigates the ability of a neural network (NN) to learn how to control an unknown (nonlinear, in general) system, using data acquired on-line, that is during the process of attempting to exert control. Two algorithms are developed to train the neural network for real-time control applications. The first algorithm is known as Learning by Recursive Least Squares (LRLS) algorithm and the second algorithm is known as Integrated Gradient and Least Squares (IGLS) algorithm. The ability of these algorithms for training the NN controller for real-time control is demonstrated on practical applications and the local convergence and stability requirements of these algorithms are analysed. In addition, network topology, learning algorithms (particularly supervised learning) and neural network control strategies including a new classification system for them, are presented.

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Product Description

Book by Ng G W

Dettagli dell?edizione

• Editore: John Wiley & Sons Inc
• Data di pubblicazione: 1997
• Lingua: Inglese
• ISBN 10: 0471972630
• ISBN 13: 9780471972631
• Rilegatura: Copertina rigida
• Numero di pagine: 198
• Contatto del produttore: non disponibile