1. Multi-threaded simulated annealing for a bi-objective maintenance scheduling problem.
- Author
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Safaei, Nima, Banjevic, Dragan, and Jardine, AndrewK.S.
- Subjects
SIMULATED annealing ,COMBINATORIAL optimization ,PRODUCTION scheduling ,COMPUTERS in production control ,PRODUCTION planning ,PRODUCTION management (Manufacturing) ,MANAGEMENT - Abstract
A parallel Simulated Annealing algorithm with multi-threaded architecture is proposed to solve a real bi-objective maintenance scheduling problem with conflicting objectives: the minimisation of the total equipment downtime caused by maintenance jobs and the minimisation of the multi-skilled workforce requirements over the given horizon. The maintenance jobs have different priorities with some precedence relations between different skills. The total weighted flow time is used as a scheduling criterion to measure the equipment availability. The multi-threaded architecture is used to speed up a multi-objective Simulated Annealing algorithm to solve the considered problem. Multi-threading is a form of parallelism based on shared memory architecture where multiple logical processing units, so-called threads, run concurrently and communicate via shared memory. The performance of the parallel method compared to the exact method is verified using a number of test problems. The obtained results imply the high efficiency and robustness of the proposed heuristic for both solution quality and computational effort. [ABSTRACT FROM AUTHOR]
- Published
- 2012
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