A novel analysis on the efficiency of hierarchy among leader-following systems

被引:51
作者
Shao, Jinliang [1 ]
Qin, Jiahu [2 ]
Bishop, Adrian N. [3 ,4 ]
Huang, Ting-Zhu [1 ]
Zheng, Wei Xing [5 ]
机构
[1] Univ Elect Sci & Technol China, Sch Math Sci, Chengdu 610054, Peoples R China
[2] Univ Sci & Technol China, Dept Automat, Hefei 230027, Peoples R China
[3] Univ Technol Sydney, Sydney, NSW, Australia
[4] Data61 CSIRO Canberra Res Lab, Canberra, ACT, Australia
[5] Univ Western Sydney, Sch Comp Engn & Math, Penrith, NSW 2751, Australia
基金
澳大利亚研究理事会;
关键词
Multi-agent system; Hierarchy; Leader-following system; Convergence rate; M-matrix; MULTIAGENT SYSTEMS; COLLECTIVE BEHAVIOR; SWITCHING TOPOLOGY; DECISION-MAKING; CONSENSUS; COORDINATION; DYNAMICS; AGENTS;
D O I
10.1016/j.automatica.2016.07.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In a recent NATURE paper, Nagy et al. find a well-defined hierarchy among the individuals of the pigeon flock, which may lead to a rapid decision making in the directional choice dynamics of the flock. Motivated by this interesting discovery, we present a novel analysis on the efficiency of the hierarchical topology among the leader-following systems in this paper. To this end, we first propose a measurement of the convergence rate of leader-following consensus, and then connect the convergence rates with the communication topologies of leader-following systems. It is proved that the hierarchical network organization can achieve the best performance in terms of convergence rates. It is also established that the connections between the leader and the followers have effective impacts on increasing the convergence rates. Extensive numerical results are provided to show the effectiveness of our conclusions. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:215 / 222
页数:8
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