A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone"
Ritter H, Haschke R, Steil JJ (2007)
In: Perspectives of Neural-Symbolic Integration. Hammer B, Hitzler P (Eds); Studies in Computational Intelligence(77). Berlin: Springer: 159-178.
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| Veröffentlicht | Englisch
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Autor*in
Herausgeber*in
Hammer, Barbara;
Hitzler, Pascal
Einrichtung
Abstract / Bemerkung
One of the major milestones to higher cognition may be the ability
to shape movements that involve very complex interactions with the environment.
Based on this hypothesis we argue that the study and technical replication of manual
intelligence may serve as a “Rosetta Stone” for designing cognitive robot architectures.
The development of such architectures will strongly benefit if improvements to
their interaction capabilities in the task domain become paired with efficient modes
of interaction in the domain of configuring and restructuring such systems. We find
that this “dual interaction perspective” is closely connected with the challenge of
integrating holistic and symbolic aspects of representations. In the case of grasping,
this requires a very tight marriage between continuous control and more discrete,
symbol-like representations of contact and object states. As a concrete implementation,
we propose a two layered architecture, where the lower, subsymbolic layer
offers a repository of elementary dynamical processes implemented as specialised
controllers for sensori-motor primitives. These controllers are represented and coordinated
in the upper, symbolic layer, which employs a hierarchy of state machines.
Their states represent semantically related classes of dynamic sensori-motor interaction
patterns. We report on the application of the proposed architecture to a robot
system comprising a 7-DOF redundant arm and a five-fingered, 20-DOF anthropomorphous
manipulator. Applying the dual interaction approach, we have endowed
the robot with a variety of grasping behaviours, ranging from simple grasping reflexes
over visually instructed “imitation grasping” to grasping actions initiated in
response to spoken commands. We conclude with a brief sketch of cognitive abilities
that we now feel within close reach for the described architecture.
Erscheinungsjahr
2007
Buchtitel
Perspectives of Neural-Symbolic Integration
Serientitel
Studies in Computational Intelligence
Ausgabe
77
Seite(n)
159-178
ISBN
978-3-540-73953-1
Page URI
https://pub.uni-bielefeld.de/record/1993842
Zitieren
Ritter H, Haschke R, Steil JJ. A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone". In: Hammer B, Hitzler P, eds. Perspectives of Neural-Symbolic Integration. Studies in Computational Intelligence. Berlin: Springer; 2007: 159-178.
Ritter, H., Haschke, R., & Steil, J. J. (2007). A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone". In B. Hammer & P. Hitzler (Eds.), Studies in Computational Intelligence. Perspectives of Neural-Symbolic Integration (pp. 159-178). Berlin: Springer. https://doi.org/10.1007/978-3-540-73954-8_7
Ritter, Helge, Haschke, Robert, and Steil, Jochen J. 2007. “A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone"”. In Perspectives of Neural-Symbolic Integration, ed. Barbara Hammer and Pascal Hitzler, 159-178. Studies in Computational Intelligence. Berlin: Springer.
Ritter, H., Haschke, R., and Steil, J. J. (2007). “A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone"” in Perspectives of Neural-Symbolic Integration, Hammer, B., and Hitzler, P. eds. Studies in Computational Intelligence (Berlin: Springer), 159-178.
Ritter, H., Haschke, R., & Steil, J.J., 2007. A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone". In B. Hammer & P. Hitzler, eds. Perspectives of Neural-Symbolic Integration. Studies in Computational Intelligence. Berlin: Springer, pp. 159-178.
H. Ritter, R. Haschke, and J.J. Steil, “A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone"”, Perspectives of Neural-Symbolic Integration, B. Hammer and P. Hitzler, eds., Studies in Computational Intelligence, Berlin: Springer, 2007, pp.159-178.
Ritter, H., Haschke, R., Steil, J.J.: A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone". In: Hammer, B. and Hitzler, P. (eds.) Perspectives of Neural-Symbolic Integration. Studies in Computational Intelligence. p. 159-178. Springer, Berlin (2007).
Ritter, Helge, Haschke, Robert, and Steil, Jochen J. “A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone"”. Perspectives of Neural-Symbolic Integration. Ed. Barbara Hammer and Pascal Hitzler. Berlin: Springer, 2007. Studies in Computational Intelligence. 159-178.
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