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Application of Neural Networks to Adaptive Control of Nonlinear Systems: No. 4 (UMIST Control Systems Centre S.) - Hardcover

Ng, Gee Wah

 
9780863802140: Application of Neural Networks to Adaptive Control of Nonlinear Systems: No. 4 (UMIST Control Systems Centre S.)

Synopsis

Application of Neural Networks

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Synopsis

This text investigates the ability of a neural network (NN) to learn how to control an unknown - generally nonlinear - system using data acquired on-line. The work presents real-time control applications, together with the theoretical analysis of algorithms developed to train neural networks. It provides: an analysis of local convergence and stability requirements of the two fast-learning algorithms developed by the author; a comprehensive survey of network topology and learning algorithms - particularly supervised learning; and a classification for NN control strategies. The book also analyzes and discusses various control strategies.

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