Whisker-Based Texture Discrimination on a Mobile Robot

Sensing in the dark is a useful but challenging task both for biological agents and robots. Rats and mice use whiskers for the active exploration of their environment. We have built a robot equipped with two active whisker arrays and tested whether they can provide reliable texture information. While it is relatively easy to classify data recorded at a specified distance and angle to the object, it is more challenging to achieve texture discrimination on a mobile robot. We used a standard neural network classifier to show that it is in principle possible to discriminate textures using whisker sensors even under real-world conditions.

[1]  Hiroshi Yokoi,et al.  Optimal Morphology of a Biologically-Inspired Whisker Array on an Obstacle-Avoiding Robot , 2003, ECAL.

[2]  E. Guic-Robles,et al.  Rats can learn a roughness discrimination using only their vibrissal system , 1989, Behavioural Brain Research.

[3]  Hiroshi Yokoi,et al.  An artificial whisker sensor for robotics , 2002, IEEE/RSJ International Conference on Intelligent Robots and Systems.

[4]  Hiroshi Yokoi,et al.  An active artificial whisker array for texture discrimination , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[5]  M. Diamond,et al.  Whisker Vibration Information Carried by Rat Barrel Cortex Neurons , 2004, The Journal of Neuroscience.

[6]  Wolfgang Banzhaf,et al.  Advances in Artificial Life , 2003, Lecture Notes in Computer Science.

[7]  M. Brecht,et al.  Functional architecture of the mystacial vibrissae , 1997, Behavioural Brain Research.

[8]  D. Kleinfeld,et al.  Frisking the Whiskers Patterned Sensory Input in the Rat Vibrissa System , 2004, Neuron.

[9]  Carlo Tomasi,et al.  Good features to track , 1994, 1994 Proceedings of IEEE Conference on Computer Vision and Pattern Recognition.

[10]  Dae-Eun Kim,et al.  A biomimetic whisker for texture discrimination and distance estimation , 2004 .

[11]  Konrad P. Kording,et al.  Predicting Properties of the Rat Somatosensory System by Sparse Coding , 2004 .

[12]  G. Edelman,et al.  Spatiotemporal processing of whisker input supports texture discrimination by a brain-based device , 2004 .

[13]  R. A. Russell,et al.  Object exploration using whisker sensors , 2002 .

[14]  C. Moore Frequency-dependent processing in the vibrissa sensory system. , 2004, Journal of neurophysiology.

[15]  D. Simons,et al.  Task- and subject-related differences in sensorimotor behavior during active touch. , 1995, Somatosensory & motor research.

[16]  V. Hafner,et al.  The Artificial Mouse - A Robot with Whiskers and Vision , 2004 .

[17]  D. Simons,et al.  Biometric analyses of vibrissal tactile discrimination in the rat , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[18]  Konrad P. Körding,et al.  Optimal Coding for Naturally Occurring Whisker Deflections , 2003, ICANN.

[19]  M. Diamond,et al.  Encoding of Whisker Vibration by Rat Barrel Cortex Neurons: Implications for Texture Discrimination , 2003, The Journal of Neuroscience.

[20]  R. A. Russell,et al.  Object location and recognition using whisker sensors , 2003 .