Optimization Methods and Application of the Neural Network Structure (Chinese Edition) - Softcover

Han Li

Softcover

ISBN 10: 7111371933 ISBN 13: 9787111371939

Publisher: China Machine Press, 2012

Synopsis

Neural network as a new technology in the field of artificial intelligence, has excellent nonlinear mapping ability, with its superior performance in pattern recognition, system modeling, has been widely used in many industries, and has played a good role. This book, starting from the RBF network training algorithms, structural decomposition, structural optimization, sample selection, analyzes the methods and implementation methods how to improve neural network generalization and convergence rate, and puts forward the fast resources optimize network (FRON) algorithm, RBF network construction method (RS-RBF method) based on the rough set theory, based on multi-agent system design principle of neural network construction method (MANN method). It also introduces the implementation of the neural network in predictive control and fault diagnosis of thermal processes, combined with on-site operation and experimental data, it gave out the application examples.

Edition details

• Publisher: China Machine Press
• Publication date: 2012
• ISBN 10: 7111371933
• ISBN 13: 9787111371939
• Binding: Paperback
• Language: Chinese
• Number of pages: 126