On selection in differential evolution

被引:0
|
作者
Fajfar, Iztok [1 ]
Puhan, Janez [1 ]
Tomažič, Sašo [1 ]
Burmen, Árpád [1 ]
机构
[1] University of Ljubljana, Faculty of Electrical Engineering, Tržaška 25, 1000 Ljubljana, Slovenia
来源
关键词
Heuristic methods - Evolutionary algorithms - Random processes;
D O I
暂无
中图分类号
学科分类号
摘要
Differential evolution is a simple algorithm for global optimization. Basically it consists of three operations: mutation, crossover and selection. Despite many research papers dealing with the first two, hardly any attention has been paid to the third one nor is there a place for this operation in the algorithm basic naming scheme. In the paper we show that employing different selection strategies combined with some random perturbation of population vectors notably improves performance in high-dimensional problems.
引用
收藏
页码:275 / 280
相关论文
共 50 条
  • [21] An Optimised Version of Differential Evolution Heuristic for Feature Selection
    Anani, Thibault
    Delbot, Francois
    Pradat-Peyre, Jean-Francois
    METAHEURISTICS AND NATURE INSPIRED COMPUTING, META 2023, 2024, 2016 : 197 - 213
  • [22] Analysis of mutation vectors selection mechanism in differential evolution
    Zhou, Yinzhi
    Yi, Wenchao
    Gao, Liang
    Li, Xinyu
    APPLIED INTELLIGENCE, 2016, 44 (04) : 904 - 912
  • [23] MATE SELECTION IN AQUACULTURE BREEDING USING DIFFERENTIAL EVOLUTION
    Carvalheiro, R.
    Yoshida, G. M.
    Queiroz, S. A.
    AQUACULTURE, 2017, 472 : 128 - 128
  • [24] Selection and Fusion of Neural Networks via Differential Evolution
    de Lima, Tiago P. F.
    da Silva, Adenilton J.
    Ludermir, Teresa B.
    ADVANCES IN ARTIFICIAL INTELLIGENCE - IBERAMIA 2012, 2012, 7637 : 149 - 158
  • [25] A differential evolution approach for simultaneous clustering and feature selection
    Hancer, Emrah
    2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,
  • [26] Differential Evolution With Duplication Analysis for Feature Selection in Classification
    Wang, Peng
    Xue, Bing
    Liang, Jing
    Zhang, Mengjie
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (10) : 6676 - 6689
  • [27] Randomness Selection in Differential Evolution Using Thompson Sampling
    Notsu, Akira
    Tsubamoto, Junya
    Miyahira, Yuichi
    Ubukata, Seiki
    Honda, Katsuhiro
    2020 JOINT 11TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS AND 21ST INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (SCIS-ISIS), 2020, : 345 - 349
  • [28] Differential evolution based on network structure for feature selection
    Hu, Yanmei
    Lu, Min
    Li, Xiangtao
    Cai, Biao
    INFORMATION SCIENCES, 2023, 635 : 279 - 297
  • [29] Analysis of mutation vectors selection mechanism in differential evolution
    Yinzhi Zhou
    Wenchao Yi
    Liang Gao
    Xinyu Li
    Applied Intelligence, 2016, 44 : 904 - 912
  • [30] Differential evolution using distance dependent survival selection
    Tagawa K.
    IEEJ Transactions on Electronics, Information and Systems, 2010, 130 (05) : 782 - 789+7