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
  • [1] Study on an Adaptive Algorithm for Time-varying System
    Kim KwangHo
    Geng Yanfeng
    Yue Yaobin
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 3538 - 3542
  • [2] TIME-VARYING GRAVITATIONAL SATELLITE
    GROTEN, E
    THYSSENB.
    GEOPHYSICAL JOURNAL OF THE ROYAL ASTRONOMICAL SOCIETY, 1972, 29 (02): : 237 - &
  • [3] Solving Time-Varying Knapsack Problem Based on Binary Harmony Search Algorithm
    Li Ning
    Liu Jianqin
    INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2012), 2013, 8768
  • [4] A time-varying Newton algorithm for adaptive subspace tracking
    Baumann, M.
    Helmke, U.
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2008, 79 (04) : 1324 - 1345
  • [5] ADAPTIVE ESTIMATION ALGORITHM FOR TIME-VARYING BIT SYNCHRONIZERS
    CHOW, LR
    OWEN, HA
    WANG, PP
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1973, AE59 (01) : 76 - 83
  • [6] A wavelet-based time-varying adaptive LQR algorithm for structural control
    Basu, Biswajit
    Nagarajaiah, Satish
    ENGINEERING STRUCTURES, 2008, 30 (09) : 2470 - 2477
  • [7] Vehicle Distribution Routing Optimization Model for Time-Varying Road Network Based on Adaptive Largescale Neighborhood Search Algorithm
    Huang, Jingru
    2021 ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE (ACCTCS 2021), 2021, : 277 - 285
  • [8] Adaptive Image Enhancement based on Gravitational Search Algorithm
    Zhao, Weiguo
    CEIS 2011, 2011, 15
  • [9] Improved Gravitational Search Algorithm Based on Adaptive Strategies
    Yang, Zhonghua
    Cai, Yuanli
    Li, Ge
    ENTROPY, 2022, 24 (12)
  • [10] TIME-VARYING VELOCITY FILTERS
    LETTON, W
    BUSH, AM
    GEOPHYSICS, 1969, 34 (06) : 1011 - &