A cooperative water wave optimization algorithm with reinforcement learning for the distributed assembly no-idle flowshop scheduling problem

doi:10.1016/j.cie.2020.107082

	A cooperative water wave optimization algorithm with reinforcement learning for the distributed assembly no-idle flowshop scheduling problem
	Zhao, Fuqing; Zhang, Lixin; Cao, Jie; Tang, Jianxin
刊名	Computers and Industrial Engineering
	2021-03-01
卷号	153
关键词	Benchmarking Manufacture Optimization Reinforcement learning Scheduling Supply chains Water waves Co-operative effects Control parameters Experimental program Exploration and exploitation Flow shop scheduling problem Knowledge information No-idle flow shop Optimization algorithms
ISSN号	03608352
DOI	10.1016/j.cie.2020.107082
英文摘要	The distributed assembly no-idle flow-shop scheduling problem (DANIFSP) is a novel and considerable model, which is suitable for the modern supply chains and manufacturing systems. In this study, a cooperative water wave optimization algorithm, named CWWO, is proposed to address the DANIFSP with the goal of minimizing the maximum assembly completion time. In the propagation phase, a reinforcement learning mechanism based on the framework of the VNS is designed to balance the exploration and exploitation of the CWWO algorithm. Afterwards, the path-relinking combined with the VNS method as the modified breaking operator is introduced to enhance the capability of local search. Furthermore, a multi-neighborhood perturbation strategy in the refraction phase is applied to extract knowledge information to increase the probability of escaping the local optimal. Moreover, the comprehensive experimental program is executed to calibrate the control parameters of the CWWO algorithm and illustrate the cooperative effect of the three modified operations. The performance of the CWWO algorithm is verified on the benchmark set, and the experimental results demonstrated the stability and validity of the CWWO algorithm. © 2020 Elsevier Ltd
WOS研究方向	Computer Science ; Engineering
语种	英语
出版者	Elsevier Ltd
WOS记录号	WOS:000632961600025
内容类型	期刊论文
源URL	[http://ir.lut.edu.cn/handle/2XXMBERH/147207]
专题	国际合作处（港澳台办）计算机与通信学院
作者单位	School of Computer and Communication Technology, Lanzhou University of Technology, Lanzhou; 730050, China
推荐引用方式 GB/T 7714	Zhao, Fuqing,Zhang, Lixin,Cao, Jie,et al. A cooperative water wave optimization algorithm with reinforcement learning for the distributed assembly no-idle flowshop scheduling problem[J]. Computers and Industrial Engineering,2021,153.
APA	Zhao, Fuqing,Zhang, Lixin,Cao, Jie,&Tang, Jianxin.(2021).A cooperative water wave optimization algorithm with reinforcement learning for the distributed assembly no-idle flowshop scheduling problem.Computers and Industrial Engineering,153.
MLA	Zhao, Fuqing,et al."A cooperative water wave optimization algorithm with reinforcement learning for the distributed assembly no-idle flowshop scheduling problem".Computers and Industrial Engineering 153(2021).