91 citations · 226 across the 18 of their papers we have counts for
4 papers · 1 filter
On data-driven control: informativity of noisy input-output data with cross-covariance bounds
Tom R. V. Steentjes, Mircea Lazar, Paul M. J. Van den Hof
In this paper we develop new data informativity based controller synthesis methods that extend existing frameworks in two relevant directions: a more general noise characterization…
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…
Identification of diffusively coupled linear networks through structured polynomial models
E. M. M., Kivits, Paul M. J. Van den Hof
Physical dynamic networks most commonly consist of interconnections of physical components that can be described by diffusive couplings. These diffusive couplings imply that the ca…
Guaranteed performance analysis and controller synthesis for interconnected linear systems from noisy input-state data
Tom R. V. Steentjes, Mircea Lazar, Paul M. J. Van den Hof
The increase in available data and complexity of dynamical systems has sparked the research on data-based system performance analysis and controller design. Recent approaches can g…