Dynamic Multiobjective Optimization Algorithm Based on Average Distance Linear Prediction Model
Joint Authors
Li, Zhiyong
Chen, Hengyong
Xie, Zhaoxin
Chen, Chao
Sallam, Ahmed
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-01-30
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Many real-world optimization problems involve objectives, constraints, and parameters which constantly change with time.
Optimization in a changing environment is a challenging task, especially when multiple objectives are required to be optimized simultaneously.
Nowadays the common way to solve dynamic multiobjective optimization problems (DMOPs) is to utilize history information to guide future search, but there is no common successful method to solve different DMOPs.
In this paper, we define a kind of dynamic multiobjectives problem with translational Paretooptimal set (DMOP-TPS) and propose a new prediction model named ADLM for solving DMOP-TPS.
We have tested and compared the proposed prediction model (ADLM) with three traditional prediction models on several classic DMOP-TPS test problems.
The simulation results show that our proposed prediction model outperforms other prediction models for DMOP-TPS.
American Psychological Association (APA)
Li, Zhiyong& Chen, Hengyong& Xie, Zhaoxin& Chen, Chao& Sallam, Ahmed. 2014. Dynamic Multiobjective Optimization Algorithm Based on Average Distance Linear Prediction Model. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-9.
https://search.emarefa.net/detail/BIM-1049425
Modern Language Association (MLA)
Li, Zhiyong…[et al.]. Dynamic Multiobjective Optimization Algorithm Based on Average Distance Linear Prediction Model. The Scientific World Journal No. 2014 (2014), pp.1-9.
https://search.emarefa.net/detail/BIM-1049425
American Medical Association (AMA)
Li, Zhiyong& Chen, Hengyong& Xie, Zhaoxin& Chen, Chao& Sallam, Ahmed. Dynamic Multiobjective Optimization Algorithm Based on Average Distance Linear Prediction Model. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-9.
https://search.emarefa.net/detail/BIM-1049425
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1049425