Distributed Scheduling Problems in Intelligent Manufacturing Systems

被引:101
|
作者
Fu, Yaping [1 ]
Hou, Yushuang [1 ]
Wang, Zifan [2 ]
Wu, Xinwei [2 ]
Gao, Kaizhou [2 ]
Wang, Ling [3 ]
机构
[1] Qingdao Univ, Coll Business, Qingdao 266071, Peoples R China
[2] Macau Univ Sci & Technol, Inst Syst Engn, Macau 999078, Peoples R China
[3] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
distributed manufacturing systems; distributed scheduling problems; modeling and optimization; intelligent optimization methods; DIFFERENTIAL EVOLUTION ALGORITHM; COMPETITIVE MEMETIC ALGORITHM; 2-STAGE ASSEMBLY FLOWSHOP; MINIMIZING MAKESPAN; SEARCH ALGORITHM; INTEGRATED PRODUCTION; GENETIC ALGORITHM; OPTIMIZATION ALGORITHM; NEIGHBORHOOD SEARCH; PARALLEL FACTORIES;
D O I
10.26599/TST.2021.9010009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Currently, manufacturing enterprises face increasingly fierce market competition due to the various demands of customers and the rapid development of economic globalization. Hence, they have to extend their production mode into distributed environments and establish multiple factories in various geographical locations. Nowadays, distributed manufacturing systems have been widely adopted in industrial production processes. In recent years, many studies have been done on the modeling and optimization of distributed scheduling problems. This work provides a literature review on distributed scheduling problems in intelligent manufacturing systems. By summarizing and evaluating existing studies on distributed scheduling problems, we analyze the achievements and current research status in this field and discuss ongoing studies. Insights regarding prior works are discussed to uncover future research directions, particularly swarm intelligence and evolutionary algorithms, which are used for managing distributed scheduling problems in manufacturing systems. This work focuses on journal papers discovered using Google Scholar. After reviewing the papers, in this work, we discuss the research trends of distributed scheduling problems and point out some directions for future studies.
引用
收藏
页码:625 / 645
页数:21
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