2 papers
eess.SY2024
Uncertainty Quantification of Data-Driven Output Predictors in the Output Error Setting
Farzan Kaviani, Ivan Markovsky, Hamid R. Ossareh
We revisit the problem of predicting the output of an LTI system directly using offline input-output data (and without the use of a parametric model) in the behavioral setting. Exi…
math.OC2023
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…