Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch
Li Q, Haschke R, Ritter H (2015)
Presented at the Humanoids2015, Seoul,Korea.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Einrichtung
Abstract / Bemerkung
Striving for an autonomous self-exploration of
robots to learn their own body schema, i.e. body shape and
appearance, kinematic and dynamic parameters, association
of tactile stimuli to specific body locations, etc., we developed
a tactile-servoing feedback controller that allows a robot to
continuously acquire self-touch information while sliding a
fingertip across its own body. In this manner one can quickly
acquire a large amount of training data representing the body
shape.
We compare three approaches to track the common contact
point observed when one robot arm is touching the other in a
bimanual setup: feedforward control, solely relying on a coarse
CAD-based kinematics performs worst, a solely feedback-based
controller typically lacks behind, and only the combination of
both approaches yields satisfactory tracking results.
As a first, preliminary application, we use this self-touch
capability to calibrate the closed kinematic chain formed by
both arms touching each other. The obtained homogeneous
transform describing the relative mounting pose of both arms
improves end-effector position estimations by a magnitude.
Erscheinungsjahr
2015
Konferenz
Humanoids2015
Konferenzort
Seoul,Korea
Konferenzdatum
2015-11-03 – 2015-11-05
Page URI
https://pub.uni-bielefeld.de/record/2731541
Zitieren
Li Q, Haschke R, Ritter H. Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch. Presented at the Humanoids2015, Seoul,Korea.
Li, Q., Haschke, R., & Ritter, H. (2015). Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch. Presented at the Humanoids2015, Seoul,Korea.
Li, Qiang, Haschke, Robert, and Ritter, Helge. 2015. “Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch”. Presented at the Humanoids2015, Seoul,Korea . IEEE.
Li, Q., Haschke, R., and Ritter, H. (2015).“Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch”. Presented at the Humanoids2015, Seoul,Korea.
Li, Q., Haschke, R., & Ritter, H., 2015. Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch. Presented at the Humanoids2015, Seoul,Korea.
Q. Li, R. Haschke, and H. Ritter, “Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch”, Presented at the Humanoids2015, Seoul,Korea, IEEE, 2015.
Li, Q., Haschke, R., Ritter, H.: Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch. Presented at the Humanoids2015, Seoul,Korea (2015).
Li, Qiang, Haschke, Robert, and Ritter, Helge. “Towards Body Schema Learning using Training Data Acquired by Continuous Self-touch”. Presented at the Humanoids2015, Seoul,Korea, IEEE, 2015.
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