Online monitoring and collaborative scheduling method for wheelset cyber-physical production system: A wheelset manufacturing system case study from a Chinese high-speed train enterprise

被引:11
作者
Bo, Hongguang [1 ]
Han, Peng [1 ]
Lu, Bo [1 ]
Zhao, Can [1 ]
Wang, Xingmian [1 ]
机构
[1] Dalian Univ Technol, Sch Econ & Management, Dalian 116023, Peoples R China
关键词
Cyber-physical production system; Wheelset manufacture; Collaborative scheduling; DPSO_ENS algorithm;
D O I
10.1016/j.aei.2020.101210
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a quick response collaborative scheduling model based on Cyber-Physical Production System (CPPS) online monitoring to address the problem of quick response repair of disruption in the wheelset manufacturing of high-speed train. A Bogie Wheelset Manufacturing System-Quick response collaboration model (WS-QRC) that integrates disruption management and collaborative scheduling is established. An Enhance Neighborhood-Discrete Particle Swarm Optimization (DPSO_ENS) algorithm with extended neighborhood search structure is also designed. We take the data of a high-speed train factory in China as an example to verify the feasibility and superiority of the model and algorithm in this paper. Experimental examples have shown the supplier-led negotiation scheduling model and the improved DPSO algorithm are effective in dealing with the disruption and quick response problem during wheelset production.
引用
收藏
页数:13
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