On the Spatial Pattern of Input-Output Metrics for a Network Synchronization Process
Systems and Control
2022-07-25 v1 Systems and Control
Abstract
A graph-theoretic analysis is undertaken for a compendium of input-output (transfer) metrics of a standard discrete-time linear synchronization model, including lp gains, frequency responses, frequency-band energy, and Markov parameters. We show that these transfer metrics exhibit a spatial degradation, such that they are monotonically nonincreasing along vertex cutsets away from an exogenous input. We use this spatial analysis to characterize signal-to-noise ratios (SNRs) in diffusive networks driven by process noise, and to develop a notion of propagation stability for dynamical networks. Finally, the formal results are illustrated through an example.
Cite
@article{arxiv.2207.10868,
title = {On the Spatial Pattern of Input-Output Metrics for a Network Synchronization Process},
author = {Subir Sarker and Sandip Roy},
journal= {arXiv preprint arXiv:2207.10868},
year = {2022}
}