Time-Scale Separation in Networks: State-Dependent Graphs and Consensus Tracking

被引:13
作者
Awad, Armand [1 ]
Chapman, Airlie [2 ]
Schoof, Eric [2 ]
Narang-Siddarth, Anshu [1 ]
Mesbahi, Mehran [1 ]
机构
[1] Univ Washington, William E Boeing Dept Aeronaut & Astronaut, Seattle, WA 98195 USA
[2] Univ Melbourne, Dept Mech Engn & Elect & Elect Engn, Parkville, Vic 3010, Australia
来源
IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS | 2019年 / 6卷 / 01期
基金
美国国家科学基金会;
关键词
Networked dynamic systems; state-dependent networks; time-scale separation; SYSTEMS;
D O I
10.1109/TCNS.2018.2800401
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies the coupled dynamics spanning multiple time-scales that arise in networked systems. Two particular cases are examined. In the first case, agents evolve according to the consensus dynamics over state-dependent graphs whose weight dynamics are slow varying. In the second, the consensus dynamics are coupled to rapidly evolving nonlinear node dynamics. In both instances, graph-based guarantees are provided that certify the existence of a separation principle across time scales. Further, the effect of the network's structure on the composite multiple time-scale system's stability and basin of attraction is quantified in each case. As illustrated by specific numeric examples, these results provide designers with a network-centric approach to improve the performance and stability of such coupled systems.
引用
收藏
页码:104 / 114
页数:11
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