An economic model predictive control for knowledge transmission processes in multilayer complex networks

dc.contributor.authorMei, Jun
dc.contributor.authorWang, Sixin
dc.contributor.authorXia, Xiaohua
dc.contributor.authorWang, Weifeng
dc.date.accessioned2023-11-30T05:12:41Z
dc.date.available2023-11-30T05:12:41Z
dc.date.issued2024-03
dc.description.abstractIn this article, we study the optimal feedback control problems of knowledge dissemination processes in multilayer complex networks. First, a node-based model is established in multilayer complex networks and two collaborative control strategies are exerted to increase the scope and speed of knowledge dissemination, forming a closed-loop control system. Then, we develop a two-layer optimal control framework. At the upper level, the optimal solution of the control system is solved and sent to the lower layer. At the lower level, a model predictive controller (MPC) receives input information from the upper level and is formulated to decide on the network and then transmits it to its heterogeneous networks which can reduce control resources and computation complexity. Finally, numerical simulations are conducted to confirm the theoretical results.en_US
dc.description.departmentElectrical, Electronic and Computer Engineeringen_US
dc.description.librarianhj2023en_US
dc.description.sdgSDG-09: Industry, innovation and infrastructureen_US
dc.description.sponsorshipNational Natural Science Foundation of China, Fundamental Research Funds for the School Talent Funds, South-Central Minzu University, Fundamental Research Funds for the Central Universities, South-Central Minzu University, Graduate Academic Innovation Fund of South-Central Minzu University.en_US
dc.description.urihttps://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6221036en_US
dc.identifier.citationJ. Mei, S. Wang, X. Xia and W. Wang, "An Economic Model Predictive Control for Knowledge Transmission Processes in Multilayer Complex Networks," in IEEE Transactions on Cybernetics, vol. 54, no. 3, pp. 1442-1455, March 2024, doi: 10.1109/TCYB.2022.3204568.en_US
dc.identifier.issn2168-2267 (print)
dc.identifier.issn2168-2275 (online)
dc.identifier.other10.1109/TCYB.2022.3204568
dc.identifier.urihttp://hdl.handle.net/2263/93551
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineersen_US
dc.rights© 2023 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission.en_US
dc.subjectModel predictive controller (MPC)en_US
dc.subjectKnowledge transmissionen_US
dc.subjectMultilayer complex networkSen_US
dc.subjectPontryagin’s maximum principleen_US
dc.subjectOptimal controlen_US
dc.subjectKnowledge based systemsen_US
dc.subjectNumerical modelsen_US
dc.subjectOptimizationen_US
dc.subjectComplex networksen_US
dc.subjectNon-homogeneous mediaen_US
dc.subjectKnowledge engineeringen_US
dc.subjectSDG-09: Industry, innovation and infrastructureen_US
dc.titleAn economic model predictive control for knowledge transmission processes in multilayer complex networksen_US
dc.typePostprint Articleen_US

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