An Improved Differential Evolution with Local Search for Constrained Layout Optimization of Satellite Module

被引:0
|
作者
Chen, Wang [1 ]
Shi, Yan-jun [1 ]
Teng, Hong-fei [1 ]
机构
[1] Dalian Univ Technol, Sch Mech Engn, Dalian 116024, Peoples R China
关键词
Differential evolution; combinatorial optimization; genetic algorithm; layout design; satellite module;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an improved differential evolution algorithm (called by DEG hereinafter) to tackle a kind of combinatorial optimization problem, i.e., constrained component layout optimization of satellite module. DEG combined local search with standard DE by employing the Gauss mutation operator from genetic algorithm, aiming to make random micro-perturbations to the location of components for obtaining a better layout scheme. The experimental results showed that the proposed DEG outperformed the standard DE and Genetic algorithm on layout design of simplified satellite module.
引用
收藏
页码:742 / 749
页数:8
相关论文
共 50 条
  • [1] An improved (μ+λ)-constrained differential evolution for constrained optimization
    Jia, Guanbo
    Wang, Yong
    Cai, Zixing
    Jin, Yaochu
    [J]. INFORMATION SCIENCES, 2013, 222 : 302 - 322
  • [2] Integrated Strategies Differential Evolution Algorithm with a Local Search for Constrained Optimization
    Elsayed, Saber M.
    Sarker, Ruhul A.
    Essam, Daryl L.
    [J]. 2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 2618 - 2625
  • [3] ε Constrained Differential Evolution Algorithm with a Novel Local Search Operator for Constrained Optimization Problems
    Yi, Wenchao
    Li, Xinyu
    Gao, Liang
    Zhou, Yinzhi
    [J]. PROCEEDINGS OF THE 18TH ASIA PACIFIC SYMPOSIUM ON INTELLIGENT AND EVOLUTIONARY SYSTEMS, VOL 1, 2015, : 495 - 507
  • [4] Improved differential evolution with local search
    [J]. Li, H. (yudianhl@163.com), 1600, Advanced Institute of Convergence Information Technology (07):
  • [5] Differential Evolution with Self-adaptation and Local Search for Constrained Multiobjective Optimization
    Zamuda, Ales
    Brest, Janez
    Boskovic, Borko
    Zumer, Viljem
    [J]. 2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 195 - 202
  • [6] Performance Comparison of Local Search Operators in Differential Evolution for Constrained Numerical Optimization Problems
    Dominguez-Isidro, Saul
    Mezura-Montes, Efren
    Leguizamon, Guillermo
    [J]. 2014 IEEE SYMPOSIUM ON DIFFERENTIAL EVOLUTION (SDE), 2014, : 17 - 24
  • [7] Scatter search for constrained layout optimization
    Wang, Yi-shou
    Shi, Yan-jun
    Teng, Hong-fei
    [J]. ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2007, : 100 - +
  • [8] Multi-objective layout optimization of a satellite module using the Wang-Landau sampling method with local search
    Liu, Jing-fa
    Hao, Liang
    Li, Gang
    Xue, Yu
    Liu, Zhao-xia
    Huang, Juan
    [J]. FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING, 2016, 17 (06) : 527 - 542
  • [9] Multi-objective layout optimization of a satellite module using the Wang-Landau sampling method with local search
    Jing-fa Liu
    Liang Hao
    Gang Li
    Yu Xue
    Zhao-xia Liu
    Juan Huang
    [J]. Frontiers of Information Technology & Electronic Engineering, 2016, 17 : 527 - 542
  • [10] Multi-objective layout optimization of a satellite module using the Wang-Landau sampling method with local search
    Jing-fa LIU
    Liang HAO
    Gang LI
    Yu XUE
    Zhao-xia LIU
    Juan HUANG
    [J]. Frontiers of Information Technology & Electronic Engineering, 2016, 17 (06) : 527 - 542