Fast Nondominated Sorting Genetic Algorithm II with Lévy Distribution for Network Topology Optimization
Joint Authors
Wang, Lei
Zhang, Maoqing
Cui, Zhihua
Liu, Jiangshan
Du, Dong
Guo, Weian
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-01-20
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Fast nondominated sorting genetic algorithm II (NSGA-II) is a classical method for multiobjective optimization problems and has exhibited outstanding performance in many practical engineering problems.
However, the tournament selection strategy used for the reproduction in NSGA-II may generate a large amount of repetitive individuals, resulting in the decrease of population diversity.
To alleviate this issue, Lévy distribution, which is famous for excellent search ability in the cuckoo search algorithm, is incorporated into NSGA-II.
To verify the proposed algorithm, this paper employs three different test sets, including ZDT, DTLZ, and MaF test suits.
Experimental results demonstrate that the proposed algorithm is more promising compared with the state-of-the-art algorithms.
Parameter sensitivity analysis further confirms the robustness of the proposed algorithm.
In addition, a two-objective network topology optimization model is then used to further verify the proposed algorithm.
The practical comparison results demonstrate that the proposed algorithm is more effective in dealing with practical engineering optimization problems.
American Psychological Association (APA)
Zhang, Maoqing& Wang, Lei& Cui, Zhihua& Liu, Jiangshan& Du, Dong& Guo, Weian. 2020. Fast Nondominated Sorting Genetic Algorithm II with Lévy Distribution for Network Topology Optimization. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1194188
Modern Language Association (MLA)
Zhang, Maoqing…[et al.]. Fast Nondominated Sorting Genetic Algorithm II with Lévy Distribution for Network Topology Optimization. Mathematical Problems in Engineering No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1194188
American Medical Association (AMA)
Zhang, Maoqing& Wang, Lei& Cui, Zhihua& Liu, Jiangshan& Du, Dong& Guo, Weian. Fast Nondominated Sorting Genetic Algorithm II with Lévy Distribution for Network Topology Optimization. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1194188
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1194188