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ICRA
2009
IEEE
227views Robotics» more  ICRA 2009»
13 years 11 months 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
TROB
2002
121views more  TROB 2002»
13 years 4 months ago
Adaptive force control of position/velocity controlled robots: theory and experiment
This paper addresses the problem of achieving exact dynamic force control with manipulators possessing the low-level position and/or velocity controllers typically employed in indu...
Jaydeep Roy, Louis L. Whitcomb
EUSFLAT
2001
144views Fuzzy Logic» more  EUSFLAT 2001»
13 years 6 months ago
Adaptive torque control using a connectionist reinforcement learning agent
The correction of angular misalignment between mating components is a fundamental requirement for their successful assembly. In this paper we present how a learning agent based on...
Lorenzo Brignone, Martin Howarth, S. Sivayoganatha...
IJRR
2008
186views more  IJRR 2008»
13 years 4 months ago
Automated Design of Adaptive Controllers for Modular Robots using Reinforcement Learning
Designing distributed controllers for self-reconfiguring modular robots has been consistently challenging. We have developed a reinforcement learning approach which can be used bo...
Paulina Varshavskaya, Leslie Pack Kaelbling, Danie...