Improving exploration and exploitation via a Hyperbolic Gravitational Search Algorithm

作者:

Highlights:

• Introduction of acceleration coefficients which depend on suitable hyperbolic sin functions.

• Dynamic regulation of the gravitational constant coefficient through hyperbolic function.

• Hyperbolic-based definition of the parameter Kbest.

• Improvement of exploration and exploitation phases.

摘要

•Introduction of acceleration coefficients which depend on suitable hyperbolic sin functions.•Dynamic regulation of the gravitational constant coefficient through hyperbolic function.•Hyperbolic-based definition of the parameter Kbest.•Improvement of exploration and exploitation phases.

论文关键词:Evolutionary algorithms,Gravitational search algorithm,Optimization algorithms,Exploration and exploitation,Hyperbolic functions

论文评审过程:Received 28 May 2019, Revised 14 December 2019, Accepted 17 December 2019, Available online 19 December 2019, Version of Record 7 March 2020.

论文官网地址:https://doi.org/10.1016/j.knosys.2019.105404