电光与控制, 2022, 29 (6): 62, 网络出版: 2022-08-01
多智能体群集系统分群行为研究进展
Progress on Fission Behavior for Multi-agent Flocking System
多智能体系统 群集系统 信息交互机制 稳定性分析 multi-agent system flocking system information interaction mechanism stability analysis
摘要
群集系统是多智能体系统研究中的热点之一, 对其分群行为展开研究具有重要的理论及实际意义。从群集系统组成、信息交互机制、分群的稳定性分析3个方面进行综述, 首先,从智能体异构和同构角度对群集系统组成进行分类介绍, 讨论分别以同构和异构群集系统为基础的分群方法的效果及局限性; 其次,从固定邻居距离的信息交互和选择性信息交互两方面展开总结及分析, 指出了各信息交互机制的不足和应用场合; 最后, 介绍和分析了现有分群稳定性理论分析方法, 并指出了群集系统分群行为未来的研究方向。
Abstract
Flocking system is one of the hotspots in the research of multi-agent systemand it is of great theoretical and practical significance to study its fission behavior.This paper summarizes the composition of flocking systeminformation interaction mechanism and stability analysis of fission.Firstlythe composition of flocking system is classified and introduced from the perspective of heterogeneous and isomorphic agentthe effects and limitations of fission methods based on isomorphic and heterogeneous flocking systems are discussed.Secondlythe information interaction of fixed neighbor distance and selective information interaction are summarized and analyzedand the shortcomings and application occasions of each information interaction mechanism are pointed out.Finallythe existing theoretical analysis methods of fission stability are introduced and analyzedthe future research direction of fission behavior is indicated.
李成凤, 张阳伟, 邵俊倩, 高亮. 多智能体群集系统分群行为研究进展[J]. 电光与控制, 2022, 29(6): 62. LI Chengfeng, ZHANG Yangwei, SHAO Junqian, GAO Liang. Progress on Fission Behavior for Multi-agent Flocking System[J]. Electronics Optics & Control, 2022, 29(6): 62.