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Xiaoshan Lin

2 accepted papers

2023

Reinforcement Learning Under Probabilistic Spatio-Temporal Constraints with Time Windows

IROS 2023poster

We propose an automata-theoretic approach for reinforcement learning (RL) under complex spatio-temporal constraints with time windows. The problem is formulated using a Markov decision process under a bounded temporal logic constraint. Different from existing RL methods that can eventually learn opt…

Cited by 2SourceScholar
2022

Robust Planning for Persistent Surveillance With Energy-Constrained UAVs and Mobile Charging Stations

RA-L 2022

We consider persistent (long-horizon) surveillance over an environment by using energy-constrained unmanned aerial vehicles (UAVs), which are supported by unmanned ground vehicles (UGVs) serving as mobile charging stations. The goal is to periodically visit a set of monitoring points by the UAVs whi

Cited by 47SourceScholar