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» Control of redundant robots using learned models: An operati...
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ICRA
2009
IEEE
227views Robotics» more  ICRA 2009»
14 years 28 days ago
Adaptive autonomous control using online value iteration with gaussian processes
— In this paper, we present a novel approach to controlling a robotic system online from scratch based on the reinforcement learning principle. In contrast to other approaches, o...
Axel Rottmann, Wolfram Burgard
ROBIO
2006
IEEE
129views Robotics» more  ROBIO 2006»
14 years 8 days ago
Learning Utility Surfaces for Movement Selection
— Humanoid robots are highly redundant systems with respect to the tasks they are asked to perform. This redundancy manifests itself in the number of degrees of freedom of the ro...
Matthew Howard, Michael Gienger, Christian Goerick...
IROS
2008
IEEE
144views Robotics» more  IROS 2008»
14 years 20 days ago
Learning nonparametric policies by imitation
— A long cherished goal in artificial intelligence has been the ability to endow a robot with the capacity to learn and generalize skills from watching a human teacher. Such an ...
David B. Grimes, Rajesh P. N. Rao
ICRA
2005
IEEE
127views Robotics» more  ICRA 2005»
13 years 12 months ago
Operational Space Control of Multibody Systems with Explicit Holonomic Constraints
— This paper presents an operational space control approach for the general class of holonomically constrained multibody systems. As a point of departure, the general formulation...
Vincent De Sapio, Oussama Khatib
TSMC
2002
129views more  TSMC 2002»
13 years 5 months ago
A distributed robotic control system based on a temporal self-organizing neural network
A distributed robot control system is proposed based on a temporal self-organizing neural network, called competitive and temporal Hebbian (CTH) network. The CTH network can learn ...
Guilherme De A. Barreto, Aluizio F. R. Araú...