no code implementations • 29 Dec 2022 • Ibon Gracia, Dimitris Boskos, Morteza Lahijanian, Luca Laurenti, Manuel Mazo Jr
First, we construct a finite abstraction of the switched stochastic system as a \emph{robust Markov decision process} (robust MDP) that encompasses both the stochasticity of the system and the uncertainty in the noise distribution.
1 code implementation • 15 Mar 2020 • Francesca Boso, Dimitris Boskos, Jorge Cortés, Sonia Martínez, Daniel M. Tartakovsky
This study focuses on the latter step by investigating the spatio-temporal evolution of data-driven ambiguity sets and their associated guarantees when the random QoIs they describe obey hyperbolic partial-differential equations with random inputs.
Optimization and Control Analysis of PDEs
