Evaluating Performance of Honey Bee Mating Optimization

被引:4
|
作者
Karimi, Somayeh [1 ]
Mostoufi, Navid [1 ]
Sotudeh-Gharebagh, Rahmat [1 ]
机构
[1] Univ Tehran, Sch Chem Engn, Coll Engn, Proc Design & Simulat Res Ctr, Tehran, Iran
基金
美国国家科学基金会;
关键词
Honey bees mating optimization; Swarm-based algorithms; Swarm intelligence;
D O I
10.1007/s10957-013-0336-2
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
The honey bee mating optimization (HBMO) algorithm is presented and tested with various test functions, and its performance is compared with the genetic algorithm (GA). It is shown that the HBMO algorithm can overcome the weaknesses of the GA. The HBMO converges faster than the GA. Even when the HMBO starts from a more improper initial condition than the GA, it can reach a better solution in a smaller number of function evaluations. Furthermore, in some cases, the GA was not able to reach the global minimum.
引用
收藏
页码:1020 / 1026
页数:7
相关论文
共 50 条
  • [1] Evaluating Performance of Honey Bee Mating Optimization
    Somayeh Karimi
    Navid Mostoufi
    Rahmat Sotudeh-Gharebagh
    [J]. Journal of Optimization Theory and Applications, 2014, 160 : 1020 - 1026
  • [2] Cascade Hydropower Plants Optimization with Honey Bee Mating Optimization Algorithm
    Gavrilas, Mihai
    Stahie, Vasile
    [J]. INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2011, 6 (05): : 2456 - 2466
  • [3] Application of honey-bee mating optimization algorithm on clustering
    Fathian, Mohammad
    Amiri, Babak
    Maroosi, Ali
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 190 (02) : 1502 - 1513
  • [4] Honey Bee Mating Optimization Scheme for Active Contour Model
    Horng, Ming-Huwi
    Chen, Jin-Yi
    Liou, Ren-Jean
    [J]. HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 1, PROCEEDINGS, 2009, : 174 - +
  • [5] A multilevel image thresholding using the honey bee mating optimization
    Horng, Ming-Huwi
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2010, 215 (09) : 3302 - 3310
  • [6] The Enhanced Honey-Bee Mating Optimization Algorithm for Water Resources Optimization
    Mohammad Solgi
    Omid Bozorg-Haddad
    Hugo A. Loáiciga
    [J]. Water Resources Management, 2017, 31 : 885 - 901
  • [7] THE MATING RANGE OF THE HONEY BEE
    PEER, DF
    FARRAR, CL
    [J]. JOURNAL OF ECONOMIC ENTOMOLOGY, 1956, 49 (02) : 254 - 256
  • [8] The Enhanced Honey-Bee Mating Optimization Algorithm for Water Resources Optimization
    Solgi, Mohammad
    Bozorg-Haddad, Omid
    Loaiciga, Hugo A.
    [J]. WATER RESOURCES MANAGEMENT, 2017, 31 (03) : 885 - 901
  • [9] Improved Active Contour Model by using the Honey Bee Mating Optimization
    Li, Zhonghai
    Man, Xiang
    Cui, Jianguo
    [J]. 26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 5277 - 5281
  • [10] Parametric active contour model by using the honey bee mating optimization
    Horng, Ming-Huwi
    Liou, Ren-Jean
    Wu, Jun
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (10) : 7015 - 7025