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Gabriel Cruz

2 accepted papers

2015

Planning for decentralized control of multiple robots under uncertainty

ICRA 2015poster

This paper presents a probabilistic framework for synthesizing control policies for general multi-robot systems that is based on decentralized partially observable Markov decision processes (Dec-POMDPs). Dec-POMDPs are a general model of decision-making where a team of agents must cooperate to optim…

Cited by 139SourceScholar
2015

Policy Search for Multi-Robot Coordination under Uncertainty

RSS 2015poster

We introduce a principled method for multi-robot coordination based on a generic model (termed a MacDec-POMDP) of multi-robot cooperative planning in the presence of stochasticity, uncertain sensing and communication limitations. We present a new MacDec-POMDP planning algorithm that searches over po…

Cited by 101SourcePDFScholar