Spatial scheduling of informative meetings for multi-agent persistent coverage

RN Haksar, S Trimpe… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
In this work, we develop a novel decentralized coordination algorithm for a team of
autonomous unmanned aerial vehicles (UAVs) to surveil an aggressive forest wildfire. For …

Constrained control of large graph-based MDPs under measurement uncertainty

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 …

Learning large graph-based MDPs with historical data

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 …

[图书][B] Control, Filtering, Learning, and Multi-Robot Algorithms for Large Graph-Based Markov Decision Processes

RN Haksar - 2020 - search.proquest.com
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 …