Soft Computing: With Matlab Programming

Padhy, N.P./ Simon, S.P.

OUP India（2015/12発売）

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製本 Paperback:紙装版/ペーパーバック版／ページ数 550 p.
言語 ENG
商品コード 9780199455423
DDC分類 005.1

Full Description

Beginning with an overview of intelligent soft computing, the book offers exhaustive coverage of artificial neural networks (ANN), discussing in detail ANN tracking in all the three generations of neural networks and their developments. This is followed by detailed chapters discussing fuzzy logic features and applications. The chapter on genetic algorithms then explains various GA operators such as crossover and mutation with suitable examples and illustrations. Finally, swarm intelligent systems are illustrated in detail, also discussing the engineering applications of particle swarm intelligent systems.

MATLAB codes have been used throughout the text to illustrate the applications of the concepts discussed.

1. Chapter 1 Introduction to intelligent soft computing ; 2. Chapter 2 Artificial neural networks - first generation ; 3. Chapter 3 Artificial neural networks - second generation ; 4. Chapter 4Artificial neural networks - third generation ; 5. Chapter 5 Fuzzy logic ; 6. Chapter 6 Fuzzy logic applications ; 7. Chapter 7 Genetic algorithms and evolutionary programming ; 8. Chapter 8 Swarm intelligent systems