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

文献类型：期刊论文

作者Xiong, Wenjun2; Liu, Chen3; Wen, Guanghui4; Qiu, Jianlong1; Xu, Yongjun5
刊名IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
出版日期2022-03-23
页码9
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)
ISSN号2168-2216
DOI10.1109/TSMC.2022.3158833
英文摘要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.
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
语种英语
WOS记录号WOS:000773232700001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://119.78.100.204/handle/2XEOYT63/18926]  
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.Linyi Univ, Sch Automat & Elect Engn, Linyi 276005, Shandong, Peoples R China
2.Southwestern Univ Finance & Econ, Sch Econ Informat Engn, Chengdu 610074, Peoples R China
3.RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia
4.Southeast Univ, Sch Math, Nanjing 210096, 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.

入库方式： OAI收割

来源：计算技术研究所

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