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Emergence and categorization of coordinated visual behavior through embodied interaction
journal contribution
posted on 2023-06-07, 14:01 authored by Luc BerthouzeLuc Berthouze, Y. KuniyoshiThis paper discusses the emergence of sensorimotor coordination for ESCHeR, a 4DOF redundant foveated rob ot-head, by interaction with its environment. A feedback-error-learning(FEL)-based distributed control provides the system with explorative abilities with reflexes constraining the learning space. A Kohonen network, trained at run-time, categorizes the sensorimotor patterns obtained over ESCHeR''s interaction with its environment, enables the reinforcement of frequently executed actions, thus stabilizing the learning activity over time. We explain how the development of ESCHeR''s visual abilities (namely gaze fixation and saccadic motion), from a context-free reflex-based control process to a context-dependent, pattern-based sensorimotor coordination can be related to the Piagetian "theory".
History
Publication status
- Published
Journal
Machine LearningISSN
0885-6125External DOI
Issue
1-3Volume
31Page range
187-200Department affiliated with
- Informatics Publications
Notes
The original publication is available at www.springerlink.comFull text available
- No
Peer reviewed?
- Yes