An intelligent metaphor-free spatial information sampling algorithm for balancing exploitation and exploration

作者：

Highlights：

• This paper proposes a new scheme to balance the exploitation and exploration.

• The new scheme enables SIS to independently perceive, analyze, and take action.

• SIS uses chaotic map to construct a population to realize an intelligent scheme.

• SIS has high flexibility in dealing with different optimization problems.

• The simulation results show that SIS is superior to the state-of-the-art algorithms.

摘要

•This paper proposes a new scheme to balance the exploitation and exploration.•The new scheme enables SIS to independently perceive, analyze, and take action.•SIS uses chaotic map to construct a population to realize an intelligent scheme.•SIS has high flexibility in dealing with different optimization problems.•The simulation results show that SIS is superior to the state-of-the-art algorithms.

论文关键词：Meta-heuristic algorithms,Chaotic map,Intelligence,Exploration and exploitation

论文评审过程：Received 19 December 2021, Revised 15 May 2022, Accepted 16 May 2022, Available online 23 May 2022, Version of Record 31 May 2022.

论文官网地址：https://doi.org/10.1016/j.knosys.2022.109081