Matias I. Müller

Gain estimation of linear dynamical systems using Thompson Sampling

We present the gain estimation problem for linear dynamical systems as a multi-armed bandit. This is particularly a very important engineering problem in control design, where performance guarantees are casted in terms of the largest gain of the frequency response of the system. The dynamical system…