A Cooperative Optimization Algorithm Inspired by Chaos–Order Transition
Joint Authors
Ge, Fangzhen
Hong, Liurong
Wu, Qilin
Shi, Li
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-09-16
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
The growing complexity of optimization problems in distributed systems (DSs) has motivated computer scientists to strive for efficient approaches.
This paper presents a novel cooperative algorithm inspired by chaos–order transition in a chaotic ant swarm (CAS).
This work analyzes the basic dynamic characteristics of a DS in light of a networked multiagent system at microlevel and models a mapping from state set to self-organization mechanism set under the guide of system theory at macrolevel.
A collaborative optimization algorithm (COA) in DS based on the chaos–order transition of CAS is then devised.
To verify the validity of the proposed model and algorithm, we solve a locality-based task allocation in a networked multiagent system that uses COA.
Simulations show that our algorithm is feasible and effective compared with previous task allocation approaches, thereby illustrating that our design ideas are correct.
American Psychological Association (APA)
Ge, Fangzhen& Hong, Liurong& Wu, Qilin& Shi, Li. 2015. A Cooperative Optimization Algorithm Inspired by Chaos–Order Transition. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1075256
Modern Language Association (MLA)
Ge, Fangzhen…[et al.]. A Cooperative Optimization Algorithm Inspired by Chaos–Order Transition. Mathematical Problems in Engineering No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1075256
American Medical Association (AMA)
Ge, Fangzhen& Hong, Liurong& Wu, Qilin& Shi, Li. A Cooperative Optimization Algorithm Inspired by Chaos–Order Transition. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1075256
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1075256