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
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