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» Continuous Capacities on Continuous State Spaces
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IROS
2007
IEEE
157views Robotics» more  IROS 2007»
13 years 11 months ago
Autonomous blimp control using model-free reinforcement learning in a continuous state and action space
— In this paper, we present an approach that applies the reinforcement learning principle to the problem of learning height control policies for aerial blimps. In contrast to pre...
Axel Rottmann, Christian Plagemann, Peter Hilgers,...
RAS
2006
71views more  RAS 2006»
13 years 5 months ago
Parametric POMDPs for planning in continuous state spaces
Alex Brooks, Alexei Makarenko, Stefan B. Williams,...
JACIII
2007
105views more  JACIII 2007»
13 years 5 months ago
Reinforcement Learning for Penalty Avoidance in Continuous State Spaces
Kazuteru Miyazaki, Shigenobu Kobayashi

Publication
273views
13 years 17 days ago
Monte Carlo Value Iteration for Continuous-State POMDPs
Partially observable Markov decision processes (POMDPs) have been successfully applied to various robot motion planning tasks under uncertainty. However, most existing POMDP algo...
Haoyu Bai, David Hsu, Wee Sun Lee, and Vien A. Ngo