Titolo: Evolutionary Search and the Job Shop: Investigations on Genetic Algorithms for Production Scheduling (Production and Logistics)
Editore: Physica
Data di pubblicazione: 1996
Lingua: Inglese
ISBN 10: 3790809179
ISBN 13: 9783790809176
Rilegatura: Brossura
Condizione: New

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Riassunto

Production scheduling dictates highly constrained mathematical models with complex and often contradicting objectives. Evolutionary algorithms can be formulated almost independently of the detailed shaping of the problems under consideration. As one would expect, a weak formulation of the problem in the algorithm comes along with a quite inefficient search. This book discusses the suitability of genetic algorithms for production scheduling and presents an approach which produces results comparable with those of more tailored optimization techniques.

Contenuti

1. Introduction.- 2. Job Shop Scheduling.- 3. Local Search Techniques.- 4. Evolutionary Algorithms.- 5. Perspectives on Adaptive Scheduling..- 6. Population Flow in Adaptive Scheduling.- 7. Adaptation of Structured Populations.- 8. A Computational Study.- 9. Conclusions and Outlook.- References.

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