2006 · 33 citations · 31 references
ManagementIndustrial EngineeringOperations ManagementOptimizationProduction PlanningSchedulingCombinatorial OptimizationFlow Shop SchedulingGenetic AlgorithmsHeuristic OptimizationMachine SchedulingMulti-objective SchedulingFlow ShopHeuristic AlgorithmsHybrid Flow Shop SchedulingParticle Swarm OptimizationPermutation RepresentationsSwap Operations
This paper presents a method of applying particle swarm optimization (PSO) algorithm to a flow shop scheduling problem. Permutation encoding of job indices is used to represent particles. One particle of the initial swarm is generated using NEH heuristic (M. Nawaz, Jr., 1995) and the remaining particles are generated randomly. A continuous swap mechanism is used to improve the performance of the discrete particle swarm optimization (DPSO) algorithm. Performance of the proposed algorithm is evaluated using the benchmark flow shop scheduling problems given by Taillard (1993). The computational results show that the hybrid approach is more effective
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James Kennedy, R.C. Eberhart · 2002 · 47.5K citations
Scheduling: Theory, Algorithms, and Systems
Michael Pinedo · IIE Transactions · 1996 · 6.3K citations
Benchmarks for basic scheduling problems
Éric D. Taillard · European Journal of Operational Research · 1993 · 2.4K citations