16 citations · 71 across the 18 of their papers we have counts for
3 papers · 1 filter
Blind system identification using kernel-based methods
Giulio Bottegal, Riccardo S. Risuleo, Håkan Hjalmarsson
We propose a new method for blind system identification. Resorting to a Gaussian regression framework, we model the impulse response of the unknown linear system as a realization o…
A kernel-based approach to Hammerstein system identification
Riccardo Sven Risuleo, Giulio Bottegal, Håkan Hjalmarsson
In this paper, we propose a novel algorithm for the identification of Hammerstein systems. Adopting a Bayesian approach, we model the impulse response of the unknown linear dynamic…
Robust EM kernel-based methods for linear system identification
Giulio Bottegal, Aleksandr Y. Aravkin, Håkan Hjalmarsson +1
Recent developments in system identification have brought attention to regularized kernel-based methods. This type of approach has been proven to compare favorably with classic par…