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An improved hybrid metaheuristics and rule-based approach for flexible job-shop scheduling subject to machine breakdowns.
- Source :
-
Engineering Optimization . Sep2023, Vol. 55 Issue 9, p1535-1555. 21p. - Publication Year :
- 2023
-
Abstract
- This article proposes an improved hybrid heuristic algorithm to handle the flexible job-shop scheduling problem subject to machine breakdowns. An initial prescheduling sequence is generated by a genetic algorithm. In the rescheduling process, the generated sequence with an uncertain repair time is modified by three typical adjustments of the route-change and the right-shift: (1) the route-change and the right-shift are combined to gain the best improvement; (2) one operation can be inserted after the last operation on any machine that has no impact on the related operations to improve the final solution; and (3) the lowest cost modification option is chosen to generate a new schedule to adapt to breakdown. The objective of these adaptive methods is to reduce the makespan and idle time of each machine when a random failure happens. Experimental results are evaluated to confirm the advantages of the developed algorithm. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0305215X
- Volume :
- 55
- Issue :
- 9
- Database :
- Academic Search Index
- Journal :
- Engineering Optimization
- Publication Type :
- Academic Journal
- Accession number :
- 170063808
- Full Text :
- https://doi.org/10.1080/0305215X.2022.2098283