A Graph-Theoretic Condition for Global Identifiability of Weighted Consensus Networks

被引:10
|
作者
Nabavi, Seyedbehzad [1 ]
Chakrabortty, Aranya [1 ]
机构
[1] N Carolina State Univ, Dept Elect & Comp Engn, Raleigh, NC 27606 USA
基金
美国国家科学基金会;
关键词
Global identifiability; graph Laplacian matrix; Markov parameters;
D O I
10.1109/TAC.2015.2438425
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 this technical note, we present a sufficient condition that guarantees identifiability for a class of linear network dynamic systems exhibiting continuous-time weighted consensus protocols. Each edge of the underlying network graph G of the system is defined by a constant parameter, referred to as the weight of the edge, while each node is defined by a scalar state whose dynamics evolve as the weighted linear combination of its difference with the states of its neighboring nodes. Following the classical definition of output distinguishability, we first derive a condition that ensures the identifiability of the edge-weights of G in terms of the associate transfer function. Using this characterization, we propose a sensor placement algorithm that guarantees identifiability of the edge-weights. We describe our results using illustrative examples.
引用
收藏
页码:497 / 502
页数:6
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