Metaheuristics: From Design to Implementation

22 juin 2009|
Metaheuristics: From Design to Implementation de El-Ghazali Talbi
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A unified view of metaheuristics

This 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 problems
  • Designing efficient metaheuristics for multi-objective optimization problems

  • Designing hybrid, parallel, and distributed metaheuristics

  • Implementing metaheuristics on sequential and parallel machines

Using 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.

EL-GHAZALI TALBI is a full Professor in Computer Science at the University of Lille (France), and head of the optimization group of the Computer Science Laboratory (L.I.F.L.). His current research interests are in the fields of metaheuristics, parallel algorithms, multi-objective combinatorial optimization, cluster and grid computing, ...
Titre :Metaheuristics: From Design to Implementation
Format :Couverture rigide
Dimensions de l'article :624 pages, 9.25 X 6.46 X 1.31 po
Dimensions à l'expédition :624 pages, 9.25 X 6.46 X 1.31 po
Publié le :22 juin 2009
Publié par :Wiley
Langue :anglais
Convient aux âges :Tous les âges
ISBN - 13 :9780470278581

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