RN Haksar, M Schwager - IEEE Transactions on Automatic …, 2023 - ieeexplore.ieee.org
We consider controlling a graph-based Markov decision process (GMDP) with a control capacity constraint given only uncertain measurements of the underlying state. We also …
RN Haksar, M Schwager - IEEE Transactions on Control of …, 2021 - ieeexplore.ieee.org
Weconsider learning the dynamics and measurement model parameters of a graph-based Markov decision process (GMDP) given a history of measurements. Graph-based models …
This thesis derives a series of algorithms to enable the use of a class of structured models, known as graph-based Markov decision processes (GMDPs), for applications involving a …