A novel imperialist competitive algorithm for fuzzy distributed assembly flow shop scheduling

被引:18
|
作者
Li, Ming [1 ]
Su, Bin [1 ]
Lei, Deming [1 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Peoples R China
基金
中国国家自然科学基金;
关键词
Assembly flow shop scheduling; distributed scheduling; imperialist competitive algorithm; fuzzy makespan; MINIMIZING TOTAL TARDINESS; BOUND ALGORITHM; META-HEURISTICS; BI-CRITERIA; 2-STAGE; OPTIMIZATION; MAKESPAN; TIME; SEARCH; MODELS;
D O I
10.3233/JIFS-201391
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Assembly flow shop scheduling problem with DPm -> 1 layout has important applications in various manufacturing systems and has been extensively considered in single factory; however, this problem with fuzzy processing time is seldom studied in multiple factories. In this paper, fuzzy distributed assembly flow shop scheduling problem (FDAFSP) is considered, in which each factory has DPm -> 1 layout, and an imperialist competitive algorithm with empire cooperation (ECICA) is developed to minimize fuzzy makespan. In ECICA, an adaptive empire cooperation between the strongest empire and the weakest empire is implemented by exchanging computing resources and search ability, historical evolution data are used and a new imperialist competition is adopted. Numerical experiments are conducted on various instances and ECICA is compared with the existing methods to test its performance. Computational results demonstrate that ECICA has promising advantages on solving FDAFSP.
引用
收藏
页码:4545 / 4561
页数:17
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