An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes

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dc.contributor.authorWang, Lin
dc.contributor.authorLiu, Xiyu
dc.contributor.authorSun, Minghe
dc.contributor.authorQu, Jianhua
dc.creator.orcidhttps://orcid.org/0000-0001-8503-9761en_US
dc.date.accessioned2023-04-03T16:45:06Z
dc.date.available2023-04-03T16:45:06Z
dc.date.issued2020-01-31
dc.description.abstractAn extended clustering membrane system using a cell-like P system with active membranes based on particle swarm optimization (PSO), named PSO-CP, is designed, developed, implemented, and tested. The purpose of PSO-CP is to solve clustering problems. In PSO-CP, evolution rules based on the standard PSO mechanism are used to evolve the objects and communication rules are adopted to accelerate convergence and avoid prematurity. Subsystems of membranes are generated and dissolved by the membrane creation and dissolution rules, and a modified PSO mechanism is developed to help the objects escape from local optima. Under the control of the evolution-communication mechanism, the extended membrane system can effectively search for the optimal partitioning and improve the clustering performance with the help of the distributed parallel computing model. This extended clustering membrane system is compared with five existing PSO clustering approaches using ten benchmark clustering problems, and the computational results demonstrate the effectiveness of PSO-CP.en_US
dc.description.departmentManagement Science and Statisticsen_US
dc.description.sponsorshipNational Natural Science Foundation of China; National Natural Science Foundation of Shandong Province, China; Ministry of Education Humanities and Social Science Research Youth Foundation, China; Social Science Fund Project of Shandong Province, China; Special Postdoctoral Project of China; Postdoctoral Project of Chinaen_US
dc.identifier.citationWang, L., Liu, X., Sun, M., & Qu, J. (2020). An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes. Mathematical Problems in Engineering, 2020, 5097589. doi:10.1155/2020/5097589en_US
dc.identifier.issn1563-5147
dc.identifier.otherhttps://doi.org/10.1155/2020/5097589
dc.identifier.urihttps://hdl.handle.net/20.500.12588/1808
dc.language.isoen_USen_US
dc.publisherHindawien_US
dc.relation.ispartofseriesMathematical Problems in Engineering, 2020;
dc.rightsAttribution 3.0 United States*
dc.rights.urihttp://creativecommons.org/licenses/by/3.0/us/*
dc.titleAn Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranesen_US
dc.typeArticleen_US

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