Flower Pollination Algorithm with Dimension by Dimension Improvement

被引:37
|
作者
Wang, Rui [1 ]
Zhou, Yongquan [1 ]
机构
[1] Guangxi Univ Nationalities, Coll Informat Sci & Engn, Nanning 530006, Peoples R China
基金
美国国家科学基金会;
关键词
EAGLE STRATEGY; SEARCH; OPTIMIZATION;
D O I
10.1155/2014/481791
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Flower pollination algorithm (FPA) is a new nature-inspired intelligent algorithm which uses the whole update and evaluation strategy on solutions. For solving multidimension function optimization problems, this strategy may deteriorate the convergence speed and the quality of solution of algorithm due to interference phenomena among dimensions. To overcome this shortage, in this paper a dimension by dimension improvement based flower pollination algorithm is proposed. In the progress of iteration of improved algorithm, a dimension by dimension based update and evaluation strategy on solutions is used. And, in order to enhance the local searching ability; local neighborhood search strategy is also applied in this improved algorithm. The simulation experiments show that the proposed strategies can improve the convergence speed and the quality of solutions effectively.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] Dimension-by-dimension enhanced cuckoo search algorithm for global optimization
    Liang Chen
    Houqing Lu
    Hongwei Li
    Guojun Wang
    Li Chen
    Soft Computing, 2019, 23 : 11297 - 11312
  • [42] Iterative decreasing dimension algorithm
    Keskin, Tuba
    Aydin, Kemal
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2007, 53 (07) : 1153 - 1158
  • [43] Dimension-by-dimension enhanced cuckoo search algorithm for global optimization
    Chen, Liang
    Lu, Houqing
    Li, Hongwei
    Wang, Guojun
    Chen, Li
    SOFT COMPUTING, 2019, 23 (21) : 11297 - 11312
  • [44] Dimension by dimension dynamic sine cosine algorithm for global optimization problems
    Li, Yu
    Zhao, Yiran
    Liu, Jingsen
    APPLIED SOFT COMPUTING, 2021, 98
  • [45] Improvement on PSO with dimension update and mutation
    Xu, H. (xuhui@cumt.edu.cn), 1600, Academy Publisher (08):
  • [46] The temporal dimension in individual-based plant pollination networks
    Valverde, Javier
    Maria Gomez, Jose
    Perfectti, Francisco
    OIKOS, 2016, 125 (04) : 468 - 479
  • [47] On metric dimension of flower graphs fnxm and convex polytopes
    Imran, Muhammad
    Bashir, Fozia
    Baig, A. Q.
    Bokhary, Syed Ahtsham Ul Haq
    Riasat, Ayesha
    Tomescu, Ioan
    UTILITAS MATHEMATICA, 2013, 92 : 389 - 409
  • [48] Onion seed crop pollination: a missing dimension in mountain horticulture
    Chandel, RS
    Thakur, RK
    Bhardwaj, NR
    Pathania, N
    ISSUES AND ADVANCES IN TRANSPLANT PRODUCTION AND STAND ESTABLISHMENT RESEARCH, 2004, (631): : 79 - 86
  • [49] Software Cost Estimation Using Flower Pollination Algorithm
    Khan, Bilal
    Naseem, Rashid
    Binsawad, Muhammad
    Khan, Muzammil
    Ahmad, Arshad
    JOURNAL OF INTERNET TECHNOLOGY, 2020, 21 (05): : 1243 - 1251
  • [50] A novel modified flower pollination algorithm for global optimization
    Fouad, Allouani
    Gao, Xiao-Zhi
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (08): : 3875 - 3908