A SOLUTION TO SINGLE-MACHINE INVERSE JOB-SHOP SCHEDULING PROBLEM

被引:7
|
作者
Wang, Y. [1 ]
Yang, O. [2 ]
Wang, S. N. [1 ]
机构
[1] Shenzhen Polytech, Sch Elect & Commun Engn, Shenzhen 518055, Peoples R China
[2] Shenzhen Polytech, Sch Comp Engn, Shenzhen 518055, Peoples R China
关键词
Inverse Scheduling; Genetic Algorithm (GA); Particle Swarm Optimization (PSO); Job-Shop Scheduling Problem ([!text type='JS']JS[!/text]P); Discrete Event Simulation (DES); GENETIC ALGORITHM; OPTIMIZATION;
D O I
10.2507/IJSIMM18(2)CO7
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Concerning the inverse job-shop scheduling problem (JSP), this paper proposes a hybrid solution based on genetic algorithm (GA) and improved particle swarm optimization (PSO), with the aim to minimize the parameter adjustment. The solution was presented as a block coding plan with decimal mechanism, under which both processes and parameters can be optimized simultaneously. To enhance the local search ability of the proposed algorithm, four neighbourhood structures were designed, and an adaptive selection mechanism was created to select the most suitable neighbourhood. Finally, the proposed algorithm was proved valid through discrete event simulation (DES) and comparison with other algorithms.
引用
收藏
页码:335 / 343
页数:9
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