A dual-system cooperative co-evolutionary algorithm for satellite equipment layout optimization

被引:9
|
作者
Cui, Feng-Zhe [1 ]
Xu, Zhi-Zheng [2 ]
Wang, Xiu-Kun [1 ]
Zhong, Chong-Quan [2 ]
Teng, Hong-Fei [1 ,3 ]
机构
[1] Dalian Univ Technol, Sch Comp Sci & Technol, 2 Linggong Rd, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Sch Control Sci & Engn, Dalian, Peoples R China
[3] Dalian Univ Technol, Sch Mech Engn, Dalian, Peoples R China
基金
中国国家自然科学基金;
关键词
Cooperative co-evolutionary algorithm; dual-system Potter's cooperative co-evolutionary framework; coordination mechanism; hybrid algorithm match; satellite equipment layout optimization; DIFFERENTIAL EVOLUTION; DESIGN OPTIMIZATION; PATTERN SEARCH;
D O I
10.1177/0954410017715280
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper develops a new dual-system cooperative co-evolutionary algorithm for multi-modules (or multi-bearing plate) satellite equipment layout optimization problem, based upon the Potter's cooperative co-evolutionary framework. Firstly, a new dual-system framework based on the Potter's cooperative co-evolutionary is constructed and then, corresponding system decomposition rule, matrix analysis method and coordination mechanism are presented. Finally, the way of matching algorithms (e.g. evolutionary algorithms and swarm intelligence algorithms) with systems A and B in the dual system is presented. The purpose is to enhance the computational accuracy and robustness of the developed algorithm for satellite equipment layout optimization problem. The experimental results show that the developed algorithm has better computational accuracy and robustness (computational success ratio and standard deviation) as compared with four dual-system algorithms and two single-system algorithms based upon Potter's cooperative co-evolutionary.
引用
收藏
页码:2432 / 2457
页数:26
相关论文
共 50 条
  • [1] Dual-system cooperative co-evolutionary algorithm for non-separable function
    [J]. 2016, Chinese Institute of Electronics (38):
  • [2] A Cooperative Co-evolutionary Multi-Agent System for Multi-objective Layout Optimization of Satellite Module
    Zhang, Zihui
    Sun, Xueyan
    Hou, Luyang
    Chen, Wang
    Shi, Yanjun
    Cao, Xuyang
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2017, : 147 - 151
  • [3] Cooperative co-evolutionary scatter search for satellite module layout design
    Wang, Yi-Shou
    Teng, Hong-Fei
    Shi, Yan-Jun
    [J]. ENGINEERING COMPUTATIONS, 2009, 26 (7-8) : 761 - 785
  • [4] A Dual-System Variable-Grain Cooperative Coevolutionary Algorithm: Satellite-Module Layout Design
    Teng, Hong-fei
    Chen, Yu
    Zeng, Wei
    Shi, Yan-jun
    Hu, Qing-hua
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2010, 14 (03) : 438 - 455
  • [5] A co-evolutionary game optimization method for layout design of satellite module
    Zeng, Wei
    Shi, Yan-jun
    Teng, Hong-fei
    [J]. 2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 270 - 273
  • [6] Cooperative Co-evolutionary Algorithm in Satellite Imaging Scheduling of Cooperative Multiple Centers
    Wang Chong
    Jing Ning
    Li Jun
    Wang Jun
    Chen Hao
    [J]. 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [7] A Non-Dominated Sorting Cooperative Co-Evolutionary Differential Evolution Algorithm for Multi-Objective Layout Optimization
    Zhang, Zi-Hui
    Zhong, Chong-Quan
    Xu, Zhi-Zheng
    Teng, Hong-Fei
    [J]. IEEE ACCESS, 2017, 5 : 14468 - 14477
  • [8] Co-evolutionary global optimization algorithm
    Iwamatsu, M
    [J]. CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 1180 - 1184
  • [9] A NEW COOPERATIVE CO-EVOLUTIONARY MULTI-OBJECTIVE ALGORITHM FOR FUNCTION OPTIMIZATION
    Fard, Sepehr Meshkinfam
    Hamzeh, Ali
    Ziarati, Koorush
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (5A): : 2529 - 2542
  • [10] A Cooperative Co-evolutionary LSHADE Algorithm for Large-Scale Global Optimization
    Sharawi, Marwa
    El-Abd, Mohammed
    [J]. 2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017, : 777 - 784