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Geometric design principles for brains of embodied agents
Publikationstyp
Journal Article
Publikationsdatum
2015-07-22
Sprache
English
Author
Enthalten in
Volume
29
Issue
4
Start Page
389
End Page
399
Citation
KI - Kunstliche Intelligenz 29 (4): 389-399 (2015-11-01)
Publisher DOI
Scopus ID
Publisher
Springer
I propose a formal model of the sensorimotor loop and discuss corresponding extrinsic embodiment constraints and the intrinsic degrees of freedom. These degrees constitute the basis for adaptation in terms of learning and should therefore be coupled with the embodiment constraints. Notions of sufficiency and embodied universal approximation allow us to formulate principles for such a coupling. This provides a geometric approach to the design of control architectures for embodied agents.
Schlagworte
Cheap design
Embodiment
Information geometry
Sensorimotor loop
Universal approximation
DDC Class
600: Technik
610: Medizin