50 citations · 89 across the 10 of their papers we have counts for
5 papers · 1 filter
Data-Driven Output Matching of Output-Generalized Bilinear and Linear Parameter-Varying systems
Leander Hemelhof, Ivan Markovsky, Panagiotis Patrinos
There is a growing interest in data-driven control of nonlinear systems over the last years. In contrast to related works, this paper takes a step back and aims to solve the output…
Bridging direct & indirect data-driven control formulations via regularizations and relaxations
Florian Dörfler, Jeremy Coulson, Ivan Markovsky
We discuss connections between sequential system identification and control for linear time-invariant systems, often termed indirect data-driven control, as well as a contemporary…
A hybrid penalty method for a class of optimization problems with multiple rank constraints
Tianxiang Liu, Ivan Markovsky, Ting Kei Pong +1
In this paper, we consider the problem of minimizing a smooth objective over multiple rank constraints on Hankel-structured matrices. This kind of problems arises in system identif…
Variable projection methods for approximate (greatest) common divisor computations
Konstantin Usevich, Ivan Markovsky
We consider the problem of finding for a given -tuple of polynomials (real or complex) the closest -tuple that has a common divisor of degree at least . Extended weighted…
Variable projection for affinely structured low-rank approximation in weighted 2-norms
Konstantin Usevich, Ivan Markovsky
The structured low-rank approximation problem for general affine structures, weighted 2-norms and fixed elements is considered. The variable projection principle is used to reduce…