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An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes
Joint Authors
Sun, Minghe
Qu, Jianhua
Wang, Lin
Liu, Xiyu
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-18, 18 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-01-31
Country of Publication
Egypt
No. of Pages
18
Main Subjects
Abstract EN
An 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.
American Psychological Association (APA)
Wang, Lin& Liu, Xiyu& Sun, Minghe& Qu, Jianhua. 2020. An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-18.
https://search.emarefa.net/detail/BIM-1195671
Modern Language Association (MLA)
Wang, Lin…[et al.]. An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes. Mathematical Problems in Engineering No. 2020 (2020), pp.1-18.
https://search.emarefa.net/detail/BIM-1195671
American Medical Association (AMA)
Wang, Lin& Liu, Xiyu& Sun, Minghe& Qu, Jianhua. An Extended Clustering Membrane System Based on Particle Swarm Optimization and Cell-Like P System with Active Membranes. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-18.
https://search.emarefa.net/detail/BIM-1195671
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1195671