Swarm Intelligence and Evolutionary Computing: for Single and Multi-objective Optimization in Water Resource Systems - Janga Reddy Manne - Books - LAP Lambert Academic Publishing - 9783838302201 - June 3, 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.

Media Books     Paperback Book   (Book with soft cover and glued back)
Released June 3, 2009
ISBN13 9783838302201
Publishers LAP Lambert Academic Publishing
Pages 280
Dimensions 225 × 16 × 150 mm   ·   441 g
Language German