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A Complex Chained P System Based on Evolutionary Mechanism for Image Segmentation
Joint Authors
Liu, Xiyu
Qu, Jianhua
Wang, Lin
Wang, Ning
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-19, 19 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-07
Country of Publication
Egypt
No. of Pages
19
Main Subjects
Abstract EN
A new clustering membrane system using a complex chained P system (CCP) based on evolutionary mechanism is designed, developed, implemented, and tested.
The purpose of CCP is to solve clustering problems.
In CCP, two kinds of evolution rules in different chained membranes are used to enhance the global search ability.
The first kind of evolution rules using traditional and modified particle swarm optimization (PSO) clustering techniques are used to evolve the objects.
Another based on differential evolution (DE) is introduced to further improve the global search ability.
The communication rules are adopted to accelerate the convergence and avoid prematurity.
Under the control of evolution-communication mechanism, the CCP can effectively search for the optimal partitioning and improve the clustering performance with the help of the distributed parallel computing model.
This proposed CCP is compared with four existing PSO clustering approaches on eight real-life datasets to verify the validity.
The computational results on tested images also clearly show the effectiveness of CCP in solving image segmentation problems.
American Psychological Association (APA)
Liu, Xiyu& Wang, Lin& Qu, Jianhua& Wang, Ning. 2020. A Complex Chained P System Based on Evolutionary Mechanism for Image Segmentation. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-19.
https://search.emarefa.net/detail/BIM-1138791
Modern Language Association (MLA)
Liu, Xiyu…[et al.]. A Complex Chained P System Based on Evolutionary Mechanism for Image Segmentation. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-19.
https://search.emarefa.net/detail/BIM-1138791
American Medical Association (AMA)
Liu, Xiyu& Wang, Lin& Qu, Jianhua& Wang, Ning. A Complex Chained P System Based on Evolutionary Mechanism for Image Segmentation. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-19.
https://search.emarefa.net/detail/BIM-1138791
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138791