Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems - Janga Reddy Manne - Livros - LAP Lambert Academic Publishing - 9783838302201 - 3 de junho de 2009
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Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems

Janga Reddy Manne

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

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.

Mídia Livros     Paperback Book   (Livro de capa flexível e brochura)
Lançado 3 de junho de 2009
ISBN13 9783838302201
Editoras LAP Lambert Academic Publishing
Páginas 280
Dimensões 225 × 16 × 150 mm   ·   441 g
Idioma German