3 papers
eess.SY2024
Finite Sample Analysis for a Class of Subspace Identification Methods
Jiabao He, Ingvar Ziemann, Cristian R. Rojas +1
While subspace identification methods (SIMs) are appealing due to their simple parameterization for MIMO systems and robust numerical realizations, a comprehensive statistical anal…
stat.ME2024
Data-driven Bayesian estimation of Monod kinetics
Kévin Colin, Håkan Hjalmarsson, Véronique Chotteau
In this paper, we consider the well known problem of non-linear identification of the rates of the reactions involved in cells with Monod functions. In bioprocesses, generating dat…
math.OC2022
Optimal exploration strategies for finite horizon regret minimization in some adaptive control problems
Kévin Colin, Håkan Hjalmarsson, Xavier Bombois
In this work, we consider the problem of regret minimization in adaptive minimum variance and linear quadratic control problems. Regret minimization has been extensively studied in…