Identifiability of Undirected Dynamical Networks: A Graph-Theoretic Approach

被引:16
|
作者
van Waarde, Henk J. [1 ,2 ]
Tesi, Pietro [1 ,3 ]
Camlibel, M. Kanat [2 ]
机构
[1] Univ Groningen, Fac Sci & Engn, Engn & Technol Inst Groningen, NL-9747 Groningen, Netherlands
[2] Univ Groningen, Fac Sci & Engn, Johann Bernoulli Inst Math & Comp Sci, NL-9700 Groningen, Netherlands
[3] Univ Florence, Dept Informat Engn, I-50139 Florence, Italy
来源
IEEE CONTROL SYSTEMS LETTERS | 2018年 / 2卷 / 04期
关键词
Network analysis and control; identification; linear systems;
D O I
10.1109/LCSYS.2018.2846630
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 letter deals with identifiability of undirected dynamical networks with single-integrator node dynamics. We assume that the graph structure of such networks is known, and aim to find graph-theoretic conditions under which the state matrix of the network can be uniquely identified. As our main contribution, we present a graph coloring condition that ensures identifiability of the network's state matrix. Additionally, we show how the framework can be used to assess identifiability of dynamical networks with general, higher-order node dynamics. As an interesting corollary of our results, we find that excitation and measurement of all network nodes is not required. In fact, for many network structures, identification is possible with only small fractions of measured and excited nodes.
引用
收藏
页码:683 / 688
页数:6
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