24 citations · 34 across the 6 of their papers we have counts for
7 papers
A Necessary Condition for Network Identifiability with Partial Excitation and Measurement
Xiaodong Cheng, Shengling Shi, Ioannis Lestas +1
This paper considers dynamic networks where vertices and edges represent manifest signals and causal dependencies among the signals, respectively. We address the problem of how to…
Single module identifiability in linear dynamic networks with partial excitation and measurement
Shengling Shi, Xiaodong Cheng, Paul M. J. Van den Hof
Identifiability of a single module in a network of transfer functions is determined by whether a particular transfer function in the network can be uniquely distinguished within a…
Data-driven distributed control: Virtual reference feedback tuning in dynamic networks
Tom R. V. Steentjes, Mircea Lazar, Paul M. J. Van den Hof
In this paper, the problem of synthesizing a distributed controller from data is considered, with the objective to optimize a model-reference control criterion. We establish an exp…
Generic identifiability of subnetworks in a linear dynamic network: the full measurement case
Shengling Shi, Xiaodong Cheng, Paul M. J. Van den Hof
Identifiability conditions for single or multiple modules in a dynamic network specify under which conditions the considered modules can be uniquely recovered from the second-order…
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…
Allocation of Excitation Signals for Generic Identifiability of Linear Dynamic Networks
Xiaodong Cheng, Shengling Shi, Paul M. J. Van den Hof
A recent research direction in data-driven modeling is the identification of dynamic networks, in which measured vertex signals are interconnected by dynamic edges represented by c…
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…