Stability analysis of the human behavior-based particle swarm optimization without stagnation assumption

作者：

Highlights：

• The first and second order stability of HPSO are expressed by recursive relation.

• The convergence boundaries of HPSO are investigated.

• The stability of HPSO is independent of the expectation and variance.

• The reason for the parameter setting of the third term of HPSO is analyzed.

• HPSO has promising and competitive performance on real engineering problems.

摘要

•The first and second order stability of HPSO are expressed by recursive relation.•The convergence boundaries of HPSO are investigated.•The stability of HPSO is independent of the expectation and variance.•The reason for the parameter setting of the third term of HPSO is analyzed.•HPSO has promising and competitive performance on real engineering problems.

论文关键词：Human-behaviour particle swarm optimization,Stability analysis,First-order stability,Second-order stability

论文评审过程：Received 29 September 2019, Revised 23 May 2020, Accepted 4 June 2020, Available online 13 June 2020, Version of Record 27 June 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113638