DocumentCode :
1505426
Title :
Tactile Discrimination Using Active Whisker Sensors
Author :
Sullivan, J. Charles ; Mitchinson, Ben ; Pearson, Martin J. ; Evans, Mat ; Lepora, Nathan F. ; Fox, Charles W. ; Melhuish, Chris ; Prescott, Tony J.
Author_Institution :
Bristol Robot. Lab., Univ. of the West of England, Bristol, UK
Volume :
12
Issue :
2
fYear :
2012
Firstpage :
350
Lastpage :
362
Abstract :
We describe a novel, biomimetic tactile sensing system modeled on the facial whiskers (vibrissae) of animals such as rats and mice. The “BIOTACT Sensor” consists of a conical array of modular, actuated hair-like elements, each instrumented at the base to accurately detect deflections of the shaft by whisker-surface contacts. A notable characteristic of this array is that, like the biological sensory system it mimics, the whiskers are moved back-and-forth (“whisked”) so as to make repeated, brief contacts with surfaces of interest. Furthermore, these movements are feedback-modulated in a manner intended to emulate some of the “active sensing” control strategies observed in whiskered animals. We show that accurate classification of surface texture using data obtained from whisking against three different surfaces is achievable using classifiers based on either naive Bayes or template methods. Notably, the performance of both these approaches to classify textures after training on as few as one or two surface contacts was improved when the whisking motion was controlled using a sensory feedback mechanism. We conclude that active vibrissal sensing could likewise be a useful sensory capacity for autonomous robots.
Keywords :
Bayes methods; biomimetics; dexterous manipulators; feedback; motion control; robot vision; sensor arrays; surface texture; tactile sensors; BIOTACT sensor; active sensing control strategy; active vibrissal sensing; active whisker sensor; actuated hair-like element; autonomous robots; biomimetic tactile sensing; classifiers; deflection detection; facial whisker; feedback-modulated movement; naive Bayes method; sensory feedback mechanism; surface texture classification; tactile discrimination; template method; whisker-surface contact; whisking motion control; Biosensors; Muscles; Oscillators; Rats; Robot sensing systems; Bayesian methods; biomimetics; classification algorithms; robotics; sensor systems and applications; tactile sensors;
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2011.2148114
Filename :
5756632
Link To Document :
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