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Metaheuristics: From Design to Implementation (Wiley Series on Parallel and Distributed Computing)

โœ Scribed by El-Ghazali Talbi


Year
2009
Tongue
English
Leaves
619
Category
Library

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โœฆ Synopsis


A unified view of metaheuristicsThis book provides a complete background on metaheuristics and shows readers how to design and implement efficient algorithms to solve complex optimization problems across a diverse range of applications, from networking and bioinformatics to engineering design, routing, and scheduling. It presents the main design questions for all families of metaheuristics and clearly illustrates how to implement the algorithms under a software framework to reuse both the design and code.Throughout the book, the key search components of metaheuristics are considered as a toolbox for:Designing efficient metaheuristics (e.g. local search, tabu search, simulated annealing, evolutionary algorithms, particle swarm optimization, scatter search, ant colonies, bee colonies, artificial immune systems) for optimization problemsDesigning efficient metaheuristics for multi-objective optimization problemsDesigning hybrid, parallel, and distributed metaheuristicsImplementing metaheuristics on sequential and parallel machinesUsing many case studies and treating design and implementation independently, this book gives readers the skills necessary to solve large-scale optimization problems quickly and efficiently. It is a valuable reference for practicing engineers and researchers from diverse areas dealing with optimization or machine learning; and graduate students in computer science, operations research, control, engineering, business and management, and applied mathematics.

โœฆ Table of Contents


METAHEURISTICS.pdf......Page 2
CHAPTER 1
Common Concepts for Metaheuristics......Page 27
CHAPTER 2
Single-Solution Based Metaheuristics......Page 113
CHAPTER 3
Population-Based Metaheuristics......Page 216
CHAPTER 4
Metaheuristics for Multiobjective
Optimization......Page 334
CHAPTER 5
Hybrid Metaheuristics......Page 411
CHAPTER 6
Parallel Metaheuristics......Page 486
APPENDIX
UML and C++......Page 561
References......Page 565
INDEX......Page 613


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