Metaheuristics – From Design to Implementation

TRAMA

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.

NOTE EDITORE

Metaheuristics: From Design to Implementation provides a complete background of metaheuristics that enables the reader to design and deploy powerful algorithms (methodologies and implementation) to solve complex optimization problems in a diverse range of industries. This book presents the main design questions for all families of metaheuristics and it delivers the implementation of the algorithms under a software framework to reuse both the design and code. The design and implementation aspects are treated separately which is a very positive benefit of this publication. Using case studies in different domains including telecommunications, transportation and logistics, bioinformatics, design engineering and scheduling provide clear information for these diverse markets.

ALTRE INFORMAZIONI

• Condizione: Nuovo
• ISBN: 9780470278581
• Dimensioni: 234 x 36 x 156 mm Ø 977 gr
• Formato: Copertina rigida
• Pagine Arabe: 624