Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
Autor Günther Zäpfel, Roland Braune, Michael Böglen Limba Engleză Hardback – 11 mar 2010
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Specificații
ISBN-13: 9783642113420
ISBN-10: 3642113427
Pagini: 328
Ilustrații: X, 316 p.
Dimensiuni: 155 x 235 x 32 mm
Greutate: 0.64 kg
Ediția:2010
Editura: Springer Berlin, Heidelberg
Colecția Springer
Locul publicării:Berlin, Heidelberg, Germany
ISBN-10: 3642113427
Pagini: 328
Ilustrații: X, 316 p.
Dimensiuni: 155 x 235 x 32 mm
Greutate: 0.64 kg
Ediția:2010
Editura: Springer Berlin, Heidelberg
Colecția Springer
Locul publicării:Berlin, Heidelberg, Germany
Public țintă
ResearchCuprins
Preliminaries.- The Knapsack Problem and Straightforward Optimization Methods.- Search Heuristics.- Metaheuristics.- Metaheuristics in General.- Metaheuristics Based on Solution Construction.- Metaheuristics Based on Solution Modification.- Metaheuristics Based on Solution Recombination.- Summarizing Remarks on Metaheuristics.- Applications.- Metaheuristics in Machine Scheduling.- Metaheuristics in Vehicle Routing.- Summary.
Textul de pe ultima copertă
The book gives an introduction to metaheuristics for students and practitioners. It requires no prior knowledge of the field, as the basic concepts are developed step by step from the bottom up using the knapsack problem and therefore allowing the user to concentrate on the main ideas of metaheuristics. The concepts are then expanded to concrete algorithms, which are described in detail. Then a systematization of the algorithms is established and compared with existing classification schemes from literature. The last part of the book deals with the application of popular metaheuristics to two optimization problems from the field of production and logistics, namely the Job Shop Scheduling and the Vehicle Routing Problem, based on examples.
Caracteristici
Metaheuristic Search Concepts Includes supplementary material: sn.pub/extras