Neural networks, fuzzy logic, and genetic algorithms synthesis and applications

"This book provides comprehensive introduction to a consortium of technologies underlying soft computing, an evolving branch of computational intelligence. The constituent technologies discussed comprise neural networks, fuzzy logic, genetic algorithms, and a number of hybrid systems which incl...

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Bibliographic Details
Main Author: Rajashekaran, S.
Other Authors: Pai, G. A. Vijayalakshmi
Format: Book
Language:English
Published: New Delhi PHI Learning Private Ltd. 2011
Edition:Eastern economy ed.
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Summary:"This book provides comprehensive introduction to a consortium of technologies underlying soft computing, an evolving branch of computational intelligence. The constituent technologies discussed comprise neural networks, fuzzy logic, genetic algorithms, and a number of hybrid systems which include classes such as neuro-fuzzy, fuzzy-genetic, and neuro-genetic systems. The hybridization of the technologies is demonstrated on architectures such as Fuzzy-Back-propagation Networks (NN-FL), Simplified Fuzzy ARTMAP (NN-FL), and Fuzzy Associative Memories. The book also gives an exhaustive discussion of FL-GA hybridization. Every architecture has been discussed in detail through illustrative examples and applications. The algorithms have been presented in pseudo-code with a step-by-step illustration of the same in problems. The applications, demonstrative of the potential of the architectures, have been chosen from diverse disciplines of science and engineering. This book with a wealth of information that is clearly presented and illustrated by many examples and applications is designed for use as a text for courses in soft computing at both the senior undergraduate and first-year post-graduate engineering levels. It should also be of interest to researchers and technologists desirous of applying soft computing technologies to their respective fields of work."
Item Description:Book is accompanied by 1 CD ROM bearing the same call number and available at circulation counter
Physical Description:xvi, 439 p. ill. 24 cm 1 CD-ROM (4 3/4 in.)
Bibliography:Includes bibliographical references and index
ISBN:9788120321861
8120321863