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  4. A state-action neural network supervising navigation and manipulation behaviors for complex task reproduction
 
conference paper not in proceedings

A state-action neural network supervising navigation and manipulation behaviors for complex task reproduction

D'halluin, Florent  
•
de Rengervé, Antoine
•
Lagarde, Matthieu
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2010
Tenth International Conference on Epigenetic Robotics

In this abstract, we combine work from [Lagarde et al., 2010] and [Calinon et al., 2009] for learning and reproduction of, respectively, navigation tasks on a mobile robot and gestures with a robot arm. Both approaches build a sensory motor map under human guidance to learn the desired behavior. With several actions possible at the same time, the selec- tion of action becomes a real issue. Several solutions exist to this problem : hi- erarchical architecture, parallel modules including subsumption architectures or even a mix of both [Bryson, 2000]. In navigation, a temporal sequence learner or a state-action association learner [Lagarde et al., 2010] enables to learn a sequence of direc- tions in order to follow a trajectory. These solu- tions can be extended to action sequence learning. In this paper we propose a simple architecture based on perception-action that is able to produce complex behaviors from the incremental learning of simple tasks. Then we discuss advantages and limitations of this architecture, that raises many questions.

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Type
conference paper not in proceedings
Author(s)
D'halluin, Florent  
de Rengervé, Antoine
Lagarde, Matthieu
Gaussier, Philippe
Billard, Aude  
Andry, Pierre
Date Issued

2010

Subjects

Neural networks

•

Learning from demonstration

•

Gaussian Mixture Models

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LASA  
Event nameEvent placeEvent date
Tenth International Conference on Epigenetic Robotics

Örenäs Slott, Sweden

November, 5-7, 2010

Available on Infoscience
September 13, 2010
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/53576
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