An adaptive disruption based gravitational search algorithm with time-varying velocity limitation

被引:0
|
作者
Ding GuiYan [1 ]
Zhang DaQin [1 ]
Liu Hao [1 ]
机构
[1] Univ Sci & Technol Liaoning, Sch Sci, Anshan 114051, Peoples R China
关键词
Artificial Intelligence; Gravitational Search Algorithm; Disruption Operator; Time-Varying; OPTIMIZATION; PERFORMANCE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Gravitational Search Algorithm (GSA) is a swarm intelligence algorithm based on the Newtonian laws of gravity and motion. In this paper, a kind of time-varying velocity limitation strategy is presented to simulate the motion process of the masses in Standard GSA (SGSA), which is beneficial to improve convergence speed. Secondly, an adaptive disruption operator, which is based on the fitness of masses, is proposed to trade off the exploration and exploitation abilities, which help masses escape from local optima. Finally, the effectiveness and robustness of the proposed algorithm are confirmed according to the test of 23 nonlinear benchmark functions.
引用
收藏
页码:9201 / 9206
页数:6
相关论文
共 50 条
  • [31] Adaptive blind source separation algorithm for time-varying number of sources
    Wang, Rongjie
    Zhan, Yiju
    Zhou, Haifeng
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2015, 36 (02): : 262 - 270
  • [32] Active vibration control for the time-varying systems with a new adaptive algorithm
    Zheng, Hongbo
    Qin, Hui
    Ren, Mingke
    Zhang, Zhiyi
    JOURNAL OF VIBRATION AND CONTROL, 2020, 26 (3-4) : 200 - 213
  • [33] Adaptive algorithm for blind separation from noisy time-varying mixtures
    Koivunen, V
    Enescu, M
    Oja, E
    NEURAL COMPUTATION, 2001, 13 (10) : 2339 - 2357
  • [34] Adaptive vibration suppression of time-varying structures with enhanced FxLMS algorithm
    Niu, Wenchao
    Zou, Chengzhe
    Li, Bin
    Wang, Wei
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2019, 118 : 93 - 107
  • [35] Adaptive Control for Gravitational Wave Detection Formation Considering Time-Varying Communication Delays
    Zhang, Yu
    Liu, Yuan
    Zhang, Juzheng
    Lu, Zhenkun
    Yang, Jikun
    SENSORS, 2023, 23 (06)
  • [36] Noise adaptive speech recognition in time-varying noise based on sequential Kullback proximal algorithm
    Yao, KS
    Paliwal, KK
    Nakamura, S
    2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 189 - 192
  • [37] Iterative Search Algorithm to Maximize System Capacity in Time-Varying MIMO DAS
    Li, Gaosi
    Wei, Zaixue
    Yang, Dacheng
    IEEE ACCESS, 2018, 6 : 14676 - 14685
  • [38] Adaptive Deep Learning based Time-Varying Volume Compression
    Pan, Yu
    Zhu, Feiyu
    Gao, Tian
    Yu, Hongfeng
    2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2019, : 1187 - 1194
  • [39] Adaptive extraction of time-varying isosurfaces
    Gregorski, B
    Senecal, J
    Duchaineau, MA
    Joy, KI
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2004, 10 (06) : 683 - 694
  • [40] ADAPTIVE SYSTEMS AND TIME-VARYING PLANTS
    ANDERSON, BDO
    JOHNSTONE, RM
    INTERNATIONAL JOURNAL OF CONTROL, 1983, 37 (02) : 367 - 377