Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems - Softcover

Manne, Janga Reddy

Softcover

ISBN 10: 3838302206 ISBN 13: 9783838302201

Publisher: LAP LAMBERT Academic Publishing, 2009

Synopsis

Traditional optimization methods are no longer adequate to solve complex real life problems, as most of them involve nonlinear, discontinuous, non- differentiable, nonconvex, multiobjective functions with mixed variables in their model formulation. Over the last few years, the use of nature inspired meta-heuristic algorithms for systems optimization has increased tremendously, and “swarm intelligence and evolutionary computing techniques” are rapidly emerging as powerful tools for solving practical problems. This book describes efficient computational techniques based on Ant Colony Optimization (ACO), Particle Swarm Optimization (PSO), Genetic Algorithm (GA) and Differential Evolution (DE) principles for single and multiple criterion optimization; and hybrid soft-computing techniques such as PSO Neural Network (PSO-NN), Adaptive Network Fuzzy Inference System (ANFIS) for hydrologic forecasting and demonstrates their applications to case studies in reservoir systems operation. This book is intended for people who are willing to learn new technology to solve complex real life problems and especially useful to professional in water resources field.

About this title

About the Author

M. JANGA REDDY, Ph.D.(IISc Bangalore), is at Department of Civil Engineering, Indian Institute of Technology Bombay, has done extensive research on evolutionary computation and swarm intelligence techniques, applications to water resource systems. He has published several papers in leading international journals on soft computing techniques.

Edition details

• Publisher: LAP LAMBERT Academic Publishing
• Publication date: 2009
• Language: English
• ISBN 10: 3838302206
• ISBN 13: 9783838302201
• Binding: Paperback
• Number of pages: 280