Topology Learning of Linear Dynamical Systems with Latent Nodes using Matrix Decomposition
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Automatic Control"
DOI: 10.1109/tac.2021.3124979
Abstract: In this article, we present a novel approach to reconstruct the topology of linear dynamical systems with latent nodes. The network is allowed to have directed loops and bi-directed edges. We show that the imaginary… read more here.
Keywords: systems latent; nodes using; latent nodes; linear dynamical ... See more keywords
Network Identification With Latent Nodes via Autoregressive Models
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Control of Network Systems"
DOI: 10.1109/tcns.2017.2754372
Abstract: We consider linear time-invariant networks with unknown topology where only a manifest subset of the nodes can be directly actuated and measured while the state of the remaining latent nodes and their number are unknown.… read more here.
Keywords: transfer function; tex math; inline formula; latent nodes ... See more keywords