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» Robot trajectory optimization using approximate inference
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ICML
2009
IEEE
14 years 5 months ago
Robot trajectory optimization using approximate inference
The general stochastic optimal control (SOC) problem in robotics scenarios is often too complex to be solved exactly and in near real time. A classical approximate solution is to ...
Marc Toussaint
IJRR
2008
151views more  IJRR 2008»
13 years 4 months ago
Trajectory Optimization using Reinforcement Learning for Map Exploration
Automatically building maps from sensor data is a necessary and fundamental skill for mobile robots; as a result, considerable research attention has focused on the technical chall...
Thomas Kollar, Nicholas Roy
IROS
2009
IEEE
143views Robotics» more  IROS 2009»
13 years 11 months ago
Standing balance control using a trajectory library
— This paper presents a standing balance controller. We employ a library of optimal trajectories and the neighboring optimal control method to generate local approximations to th...
Chenggang Liu, Christopher G. Atkeson
ICRA
2010
IEEE
148views Robotics» more  ICRA 2010»
13 years 2 months ago
Geodesic trajectory generation on learnt skill manifolds
Abstract— Humanoid robots are appealing due to their inherent dexterity. However, these potential benefits may only be realized if the corresponding motion synthesis procedure i...
Ioannis Havoutis, Subramanian Ramamoorthy
ICRA
2007
IEEE
130views Robotics» more  ICRA 2007»
13 years 10 months ago
Landing a Helicopter on a Moving Target
— We present the design of an optimal trajectory controller for landing a helicopter on a moving target. The trajectory planner is based on the Variational Hamiltonian and Euler-...
Srikanth Saripalli, Gaurav S. Sukhatme