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Metaheuristics for the multi-objective FJSP with sequence-dependent set-up times, auxiliary resources and machine down time.

Authors :
Grobler, Jacomine
Engelbrecht, Andries P.
Kok, Schalk
Yadavalli, Sarma
Source :
Annals of Operations Research; Nov2010, Vol. 180 Issue 1, p165-196, 32p, 14 Diagrams, 6 Charts, 4 Graphs
Publication Year :
2010

Abstract

This paper investigates the application of particle swarm optimization (PSO) to the multi-objective flexible job shop scheduling problem with sequence-dependent set-up times, auxiliary resources and machine down time. To achieve this goal, alternative particle representations and problem mapping mechanisms were implemented within the PSO paradigm. This resulted in the development of four PSO-based heuristics. Benchmarking on real customer data indicated that using the priority-based representation resulted in a significant performance improvement over the existing rule-based algorithms commonly used to solve this problem. Additional investigation into algorithm scalability led to the development of a priority-based differential evolution algorithm. Apart from the academic significance of the paper, the benefit of an improved production schedule can be generalized to include cost reduction, customer satisfaction, improved profitability, and overall competitive advantage. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02545330
Volume :
180
Issue :
1
Database :
Complementary Index
Journal :
Annals of Operations Research
Publication Type :
Academic Journal
Accession number :
54502015
Full Text :
https://doi.org/10.1007/s10479-008-0501-4