An Evolutionary Multiagent Framework for Multiobjective Optimization
Joint Authors
Zhang, Zihui
Han, Qiaomei
Li, Yanqiang
Wang, Yong
Shi, Yanjun
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-18, 18 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-04-21
Country of Publication
Egypt
No. of Pages
18
Main Subjects
Abstract EN
This article proposes an evolutionary multiagent framework of the co-operative co-evolutionary multiobjective model (CCMO-EMAS), specifically for equipment layout optimization in engineering.
In this framework, each agent is set in a multiobjective cooperative co-evolutionary mode along with the algorithms and corresponding settings.
In each iteration, agents are executed in turn, and each agent optimizes a subpopulation from system decomposition.
Additionally, the collaboration mechanism is addressed to build complete solutions and evaluate individuals in the co-operative co-evolutionary algorithm.
Each subpopulation is optimized once, and the corresponding agent is evaluated based on the improvement of the system memory.
Moreover, the agent team is also evolved through an elite genetic algorithm.
Finally, the proposed CCMO-EMAS framework is verified in a multimodule satellite equipment layout problem.
American Psychological Association (APA)
Zhang, Zihui& Han, Qiaomei& Li, Yanqiang& Wang, Yong& Shi, Yanjun. 2020. An Evolutionary Multiagent Framework for Multiobjective Optimization. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-18.
https://search.emarefa.net/detail/BIM-1202019
Modern Language Association (MLA)
Zhang, Zihui…[et al.]. An Evolutionary Multiagent Framework for Multiobjective Optimization. Mathematical Problems in Engineering No. 2020 (2020), pp.1-18.
https://search.emarefa.net/detail/BIM-1202019
American Medical Association (AMA)
Zhang, Zihui& Han, Qiaomei& Li, Yanqiang& Wang, Yong& Shi, Yanjun. An Evolutionary Multiagent Framework for Multiobjective Optimization. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-18.
https://search.emarefa.net/detail/BIM-1202019
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1202019