Culturizing differential evolution for constrained optimization

被引:0
|
作者
Becerra, RL [1 ]
Coello, CAC [1 ]
机构
[1] IPN, CINVESTAV, Evolutionary Computat Grp, Dpto Ing Elect,Secc Computac, Mexico City 07300, DF, Mexico
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we propose the use of differential evolution as a population space of a cultural algorithm, applied to the solution of constrained optimization problems. Differential evolution is a relatively recent evolutionary algorithm that has been found to be very robust as a search engine for real parameter optimization. Adding different knowledge sources to the variation operator of differential evolution it is possible to improve the search and reduce the computational cost necessary to approximate the global optima of different problems. The proposed technique is validated using a set of well-known constrained optimization problems commonly adopted in the specializad literature. The approach is compared with respect to two techniques that are representative of the state-of-the-art in the area.
引用
收藏
页码:304 / 311
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
    INFORMATION SCIENCES, 2013, 222 : 302 - 322
  • [2] A modified differential evolution for constrained optimization
    Yuan, Xiaohui
    Cao, Bo
    Yang, Bo
    Yuan, Yanbin
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 19 - +
  • [3] Cultured differential evolution for constrained optimization
    Landa Becerra, Ricardo
    Coello Coello, Carlos A.
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2006, 195 (33-36) : 4303 - 4322
  • [4] A Novel Differential Evolution for Constrained Optimization
    Gao, Weifeng
    Yen, Gary G.
    Liu, Sanyang
    2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2014, : 2403 - 2408
  • [5] A modified differential evolution for constrained optimization
    Wen Shuhua
    Lu Qingbo
    Zhang Xueliang
    Wang Xiaoli
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE INFORMATION COMPUTING AND AUTOMATION, VOLS 1-3, 2008, : 252 - 255
  • [6] Modified differential evolution for constrained optimization
    Mezura-Montes, Efren
    Velazquez-Reyes, Jesus
    Coello Coello, Carlos A.
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 25 - +
  • [7] FAST AND STABLE CONSTRAINED OPTIMIZATION BY THE ε CONSTRAINED DIFFERENTIAL EVOLUTION
    Takahama, Tetsuyuki
    Sakai, Setsuko
    PACIFIC JOURNAL OF OPTIMIZATION, 2009, 5 (02): : 261 - 282
  • [8] Efficient Constrained Optimization by the ε Constrained Adaptive Differential Evolution
    Takahama, Tetsuyuki
    Sakai, Setsuko
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [9] Solving nonlinear constrained optimization problems by the ε constrained differential evolution
    Takahama, Tetsuyuki
    Sakai, Setsuko
    Iwane, Noriyuki
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 2322 - +
  • [10] A Multiobjective Differential Evolution Algorithm for Constrained Optimization
    Gong, Wenyin
    Cai, Zhihua
    2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 181 - 188