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.
Identifiability of Undirected Dynamical Networks: A Graph-Theoretic Approach / van Waarde, Henk J.; Tesi, Pietro; Camlibel, M. Kanat. - In: IEEE CONTROL SYSTEMS LETTERS. - ISSN 2475-1456. - STAMPA. - 2:(2018), pp. 683-688. [10.1109/LCSYS.2018.2846630]
Identifiability of Undirected Dynamical Networks: A Graph-Theoretic Approach
Tesi, Pietro;
2018
Abstract
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.| File | Dimensione | Formato | |
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