International Journal of Computer Theory and Engineering · 2010 · 41 citations · 9 references
ManagementIndustrial EngineeringOperations ManagementOptimizationProduction PlanningSchedulingCombinatorial OptimizationJob SequencingJob Shop SchedulingMachine SchedulingMakespan MinimizationProduction SchedulingFlexible Job Shop SchedulingHeuristic AlgorithmsHybrid AlgorithmsMachine AssignmentMetaheuristic SchedulingParticle Swarm OptimizationTabu Search
Flexible job-shop scheduling problem (FJSP) is very important in many research fields such as production management and combinatorial optimization.The FJSP problems cover two difficulties namely machine assignment problem and operation sequencing problem.In this paper, a hybrid of particle swarm optimization (PSO) algorithm and tabu search (TS) algorithm are presented to solve the FJSP with the criterion to minimize the maximum completion time (makespan).In the novel hybrid algorithm, PSO was used to produce a swarm of high quality candidate solutions, while TS was used to obtain a near optimal solution around the given good solution.The computational results have proved that the proposed hybrid algorithm is efficient and effective for solving FJSP, especially for the problems with large scale.
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Fred Glover · INFORMS Journal on Applied Analytics · 1990 · 1.1K citations
Job-shop scheduling with multi-purpose machines
Peter Brucker, R. Schlie · Computing · 1990 · 706 citations
Management, Industrial Engineering, Operations Management +8