Articles liés à Swarm Intelligence and Evolutionary Computing: for...

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

Manne, Janga Reddy

 
9783838302201: Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems
Couverture souple
ISBN 10 : 3838302206 ISBN 13 : 9783838302201
Editeur : 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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

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.

Biographie de l'auteur

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.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2009
Langue
anglais
ISBN 10 
3838302206
ISBN 13 
9783838302201
Reliure
Broché
Nombre de pages
280
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Allemagne