Differential evolution algorithms using hybrid mutation

被引：80
|
作者：
Kaelo, P. [1 ]
Ali, M. M. [1 ]
机构：
[1] Univ Witwatersrand, Sch Computat & Appl Math, ZA-2050 Johannesburg, South Africa
来源：
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS | 2007年 / 37卷 / 02期
关键词：
global optimization; mutation; differential evolution; electromagnetism-like algorithm; attraction-repulsion;
D O I：
10.1007/s10589-007-9014-3
中图分类号：
C93 [管理学]; O22 [运筹学];
学科分类号：
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要：
Differential evolution (DE) has gained a lot of attention from the global optimization research community. It has proved to be a very robust algorithm for solving non-differentiable and non-convex global optimization problems. In this paper, we propose some modifications to the original algorithm. Specifically, we use the attraction-repulsion concept of electromagnetism-like (EM) algorithm to boost the mutation operation of the original differential evolution. We carried out a numerical study using a set of 50 test problems, many of which are inspired by practical applications. Results presented show the potential of this new approach.
引用
收藏
页码：231 / 246
页数：16
相关论文
共 50 条
  • [41] Differential evolution with adaptive dynamic mutation & second mutation
    Yu, Guo-Yan
    Li, Peng
    He, Zhen
    Wang, Xiao-Zhen
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2010, 16 (05): : 987 - 993
  • [42] Targeted Mutation: A Novel Mutation Strategy for Differential Evolution
    Zheng, Weijie
    Fu, Haohuan
    Yang, Guangwen
    2015 IEEE 27TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2015), 2015, : 286 - 293
  • [43] Solving stochastic programming problems using modified differential evolution algorithms
    Thangaraj, Radha
    Pant, Millie
    Bouvry, Pascal
    Abraham, Ajith
    LOGIC JOURNAL OF THE IGPL, 2012, 20 (04) : 732 - 746
  • [44] IMPLEMENTATION OF PID CONTROLLER TUNING USING DIFFERENTIAL EVOLUTION AND GENETIC ALGORITHMS
    Saad, Mohd Sazli
    Jamaluddin, Hishamuddin
    Darus, Intan Zaurah Mat
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (11): : 7761 - 7779
  • [45] Demand Side Management Using Strawberry and Enhanced Differential Evolution Algorithms
    Sadiq, Hazrat Abubakar
    Khan, Muhammad Sufyan
    Ali, Ihsan
    Ali, Ishtiaq
    Pamir
    Javaid, Nadeem
    ADVANCES IN NETWORK-BASED INFORMATION SYSTEMS, NBIS-2017, 2018, 7 : 983 - 994
  • [46] Data Clustering Using Multi-objective Differential Evolution Algorithms
    Suresh, Kaushik
    Kundu, Debarati
    Ghosh, Sayan
    Das, Swagatam
    Abraham, Ajith
    FUNDAMENTA INFORMATICAE, 2009, 97 (04) : 381 - 403
  • [47] Using Differential Evolution to avoid local minima in Variational Quantum Algorithms
    Daniel Faílde
    José Daniel Viqueira
    Mariamo Mussa Juane
    Andrés Gómez
    Scientific Reports, 13
  • [48] Identification of Nolinear systems using Inceremnetal and Diffusion Differential Evolution Algorithms
    Thethi, H. Pal
    Majhi, Babita
    Panda, G.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 3503 - +
  • [49] A NOVEL DIFFERENTIAL EVOLUTION USING MULTIPLE-DEME BASED MUTATION
    Lim, Dong-Hyun
    Luong, Hoang N.
    Ahn, Chang Wook
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (5A): : 3049 - 3060
  • [50] GRAY LEVEL IMAGE ENHANCEMENT USING DUAL MUTATION DIFFERENTIAL EVOLUTION
    Choudhary, Riya
    Gupta, Rahul
    2017 8TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2017,
12345