On Designing Learning Control Scheme for Multilayer Supply Chain Networks With Constraints

doi:10.1109/TSMC.2022.3158833

	On Designing Learning Control Scheme for Multilayer Supply Chain Networks With Constraints
	Xiong, Wenjun 1; Liu, Chen 2; Wen, Guanghui 3; Qiu, Jianlong 4; Xu, Yongjun 5
	2022-03-23
发表期刊	IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
ISSN	2168-2216
页码	9
摘要	In this study, a new learning control scheme is designed to investigate the stability of a multilayer supply chain network (SCN) and to further improve the convergence speed of the nodes' states of such a multilayer SCN. Specifically, a multilayer SCN model with three layers is first established and some practical constraints on the states of the proposed SCN model are involved and discussed. By taking the quantities of goods transmitted between different nodes as control inputs, a new kind of learning control scheme is subsequently proposed to discuss the stability of the nodes' states within the SCN. It is further shown that the convergence speed of nodes' states with this scheme is faster than that yielded by using some traditional schemes. The contributions of our scheme are twofold: 1) it can save the limited control resource and 2) it can improve the convergence speeds of the states of all nodes. Numerical simulations are finally given to illustrate the effectiveness and advantages of the designed learning scheme.
关键词	Nonhomogeneous media Convergence Supply chains Uncertainty Stability criteria Numerical stability Safety Constraints fast convergence speed learning control scheme multilayer supply chain networks (SCNs)
DOI	10.1109/TSMC.2022.3158833
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61873344] ; National Natural Science Foundation of China[62073079] ; National Natural Science Foundation of China[62088101] ; Fundamental Research Funds for the Central Universities[JBK190502] ; Australian Research Council[DP200101199]
WOS研究方向	Automation & Control Systems ; Computer Science
WOS类目	Automation & Control Systems ; Computer Science, Cybernetics
WOS记录号	WOS:000773232700001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/18927
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wen, Guanghui
作者单位	1.Southwestern Univ Finance & Econ, Sch Econ Informat Engn, Chengdu 610074, Peoples R China 2.RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia 3.Southeast Univ, Sch Math, Nanjing 210096, Peoples R China 4.Linyi Univ, Sch Automat & Elect Engn, Linyi 276005, Shandong, Peoples R China 5.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Xiong, Wenjun,Liu, Chen,Wen, Guanghui,et al. On Designing Learning Control Scheme for Multilayer Supply Chain Networks With Constraints[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2022:9.
APA	Xiong, Wenjun,Liu, Chen,Wen, Guanghui,Qiu, Jianlong,&Xu, Yongjun.(2022).On Designing Learning Control Scheme for Multilayer Supply Chain Networks With Constraints.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,9.
MLA	Xiong, Wenjun,et al."On Designing Learning Control Scheme for Multilayer Supply Chain Networks With Constraints".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2022):9.