4 papers · 1 filter
Data-Driven Robust Safety Verification for Markov Decision Processes
Abhijit Mazumdar, Manuela L. Bujorianu, Rafal Wisniewski
In this paper, we propose a data-driven robust safety verification framework for stochastic dynamical systems modeled as Markov decision processes with time-varying and uncertain t…
Hydraulic Parameter Estimation for District Heating Based on Laboratory Experiments
Felix Agner, Christian Møller Jensen, Anders Rantzer +2
In this paper we consider calibration of hydraulic models for district heating systems based on operational data. We extend previous theoretical work on the topic to handle real-wo…
Robust Correlated Equilibrium: Definition and Computation
Rahul Misra, Rafał Wisniewski, Carsten Skovmose Kallesøe +1
We study N-player finite games with costs perturbed due to time-varying disturbances in the underlying system and to that end, we propose the concept of Robust Correlated Equilibri…
On Bellman's principle of optimality and Reinforcement learning for safety-constrained Markov decision process
Rahul Misra, Rafał Wisniewski, Carsten Skovmose Kallesøe
We study optimality for the safety-constrained Markov decision process which is the underlying framework for safe reinforcement learning. Specifically, we consider a constrained Ma…