10 citations · 10 across the 7 of their papers we have counts for
7 papers
Data-informativity conditions for structured linear systems with implications for dynamic networks
Paul M. J. Van den Hof, Shengling Shi, Stefanie J. M. Fonken +3
When estimating a single subsystem (module) in a linear dynamic network with a prediction error method, a data-informativity condition needs to be satisfied for arriving at a consi…
Learning linear modules in a dynamic network with missing node observations
Karthik R. Ramaswamy, Giulio Bottegal, Paul M. J. Van den Hof
In order to identify a system (module) embedded in a dynamic network, one has to formulate a multiple-input estimation problem that necessitates certain nodes to be measured and in…
A scalable multi-step least squares method for network identification with unknown disturbance topology
Stefanie J. M. Fonken, Karthik R. Ramaswamy, Paul M. J. Van den Hof
Identification methods for dynamic networks typically require prior knowledge of the network and disturbance topology, and often rely on solving poorly scalable non-convex optimiza…
A frequency domain approach for local module identification in dynamic networks
Karthik R. Ramaswamy, Péter Zoltán Csurcsia, Johan Schoukens +1
In classical approaches of dynamic network identification, in order to identify a system (module) embedded in a dynamic network, one has to formulate a Multi-input-Single-output (M…
Learning linear modules in a dynamic network using regularized kernel-based methods
Karthik R. Ramaswamy, Giulio Bottegal, Paul M. J. Van den Hof
In order to identify one system (module) in an interconnected dynamic network, one typically has to solve a Multi-Input-Single-Output (MISO) identification problem that requires id…
A local direct method for module identification in dynamic networks with correlated noise
Karthik R. Ramaswamy, Paul M. J. Van den Hof
The identification of local modules in dynamic networks with known topology has recently been addressed by formulating conditions for arriving at consistent estimates of the module…
Local module identification in dynamic networks with correlated noise: the full input case
Paul M. J. Van den Hof, Karthik R. Ramaswamy, Arne G. Dankers +1
The identification of local modules in dynamic networks with known topology has recently been addressed by formulating conditions for arriving at consistent estimates of the module…