Scheduling of Stochastic Distributed Assembly Flowshop under Complex Constraints

被引:0
|
作者
Du, Xiying [1 ]
Ji, Mengchen [2 ]
Li, Zhengyang [2 ]
Liu, Bo [2 ]
机构
[1] Peking Univ, Sch Math Sci, Beijing, Peoples R China
[2] Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
来源
PROCEEDINGS OF 2016 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI) | 2016年
基金
中国国家自然科学基金;
关键词
combinatorial optimization; distributed assembly permutation flowshop scheduling; memetic algorithm; particle swarm optimization; sequence dependent setup time; release time; stochastic; no-wait constraint; EVOLUTIONARY MULTITASKING; OPTIMIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The distributed assembly permutation flowshop scheduling problem (DAPFSP) is a kind of typical NP-hard combinatorial optimization problem, and represents important area in operational research. This paper presents a new type of DAPFSP with four realistic extensions, i.e., random nature of processing times and assembly times, stochastic sequence-dependent setup times (SDST) on processing machines, stochastic job release times, as well as the no-wait constraint in the processing stage. To address the above mentioned stochastic version of DAPFSP with complex constraints, our previously proposed optimization framework, labeled as PSOSAHT which is characterized by PSO-based exploration, SA-based local search and HT method for evaluating and comparing the stochastic makespan, is adapted and investigated. Computational tests are conducted on benchmark problems, demonstrating the effectiveness and efficiency of the PSOSAHT method. To the best of knowledge, it is the first attempt to study the DAPFSP with job release time and sequence-dependent setup time both of which are stochastic.
引用
收藏
页数:7
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