Network identification via node knock-outDownload PDFOpen Website

Published: 2010, Last Modified: 15 May 2023CDC 2010Readers: Everyone
Abstract: This paper examines the problem of identifying the interaction geometry among a known number of the agents, adopting a (weighted) consensus-type algorithm for their coordination. Inspired by how biologists utilize gene knock-outs for experimentally identifying genetic interaction networks in biological organisms, we propose a node-knockout procedure for the complete characterization of the interaction geometry in such consensus-type networks. In our context, the node knockout is essentially a grounding procedure-where the node broadcasts a zero state to its neighbors in the network without removing itself from it. The proposed identification process is also facilitated by introducing “ports” for stimulating a subset of network vertices via an appropriately defined interface and observing the network's response at another set of vertices. We then provide an example for the utility of such a network identification process in the context of fault detection for networked systems.
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