Self-organizing hierarchical mayfly optimization algorithm

被引：0
|
作者：
Gao, Zheng-Ming [1 ]
Li, Su-Ruo [1 ]
Zhao, Juan [2 ]
Hu, Yu-Rong [3 ]
机构：
[1] Jingchu Univ technol, Sch Comp Engn, Jingmen, Peoples R China
[2] Jingchu Univ technol, Sch Elect & informat Engn, Jingmen, Peoples R China
[3] Jingchu Univ technol, Dept Sci & technol, Jingmen, Peoples R China
来源：
2020 INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2020) | 2020年
关键词：
mayfly optimization algorithm; benchmark function; simulation experiment; Monte Carlo method; PARTICLE SWARM;
D O I：
10.1109/ICBASE51474.2020.00081
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, the self-organizing hierarchical method was introduced to improve the capability of optimization for the newly proposed mayfly optimization (MO) algorithm. The weighted current velocities were removed from the updating equations and the re-initialization would be carried out if the updated velocities were turned to zero. Simulation experiments were carried out with the Monte Carlo method. Results verified the better performance of the improved MO algorithm than before.
引用
下载
收藏
页码：355 / 358
页数：4
相关论文
共 50 条
  • [41] A self-organizing algorithm for image compression
    Madeiro, F
    Vilar, RM
    Neto, BGA
    VTH BRAZILIAN SYMPOSIUM ON NEURAL NETWORKS, PROCEEDINGS, 1998, : 146 - 150
  • [42] Towards a Self-organizing Network: An Algorithm
    Seljan, J.
    Simunic, D.
    Dimic, G.
    Vrandecic, B.
    2015 8TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2015, : 592 - 595
  • [43] An algorithm for self-organizing regulators with extrapolation
    Gaiduk, AR
    JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL, 2002, 41 (03) : 389 - 396
  • [44] IMPROVEMENTS TO KOHONEN SELF-ORGANIZING ALGORITHM
    ZHAO, Z
    ELECTRONICS LETTERS, 1994, 30 (06) : 502 - 503
  • [45] The parameterless self-organizing map algorithm
    Berglund, E
    Sitte, J
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (02): : 305 - 316
  • [46] A self-organizing map based hybrid chemical reaction optimization algorithm for multiobjective optimization
    Li, Hongye
    Wang, Lei
    APPLIED INTELLIGENCE, 2019, 49 (06) : 2266 - 2286
  • [47] A self-organizing map based hybrid chemical reaction optimization algorithm for multiobjective optimization
    Hongye Li
    Lei Wang
    Applied Intelligence, 2019, 49 : 2266 - 2286
  • [48] Design of two-dimensional IIR filters with self-organizing hierarchical PSO algorithm
    Das, S
    Konar, A
    Chakraborty, UK
    PROCEEDINGS OF THE 8TH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1-3, 2005, : 550 - 553
  • [49] Self-adapting self-organizing migrating algorithm
    Skanderova, Lenka
    Fabian, Tomas
    Zelinka, Ivan
    SWARM AND EVOLUTIONARY COMPUTATION, 2019, 51
  • [50] Self-organizing Learning Algorithm for Multidimensional Non-linear Optimization Applications
    Zhou, C. H.
    Xie, A. S.
    Zhao, B. H.
    INFORMATION COMPUTING AND APPLICATIONS, 2010, 6377 : 301 - +
12345