Articoli correlati a Swarm Intelligence and Evolutionary Computing: for...

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

Manne, Janga Reddy

 
9783838302201: Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems
Brossura
ISBN 10: 3838302206 ISBN 13: 9783838302201
Casa editrice: LAP LAMBERT Academic Publishing, 2009

Sinossi

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.

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L'autore

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.

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Editore
LAP LAMBERT Academic Publishing
Data di pubblicazione
2009
Lingua
Inglese
ISBN 10 
3838302206
ISBN 13 
9783838302201
Rilegatura
Copertina flessibile
Numero di pagine
280
Contatto del produttore
non disponibile
Persona responsabile
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