Abstract:

Following previous work and considering the multi-robot systems with communication failure (e.g. in an underwater environment), a multi-robot hierarchical reinforcement learning approach based on semi-Markov games was proposed.  The game theory was employed in this approach. Simulation experimental results showed that the proposed approach was effective on multi-robot learning with communication failure.

Key words:  semi-Markov game, multi-robot, hierarchical reinforcement learning