Title
Classifying torque, normal force and direction using monkey afferent nerve spike rates
Abstract
In this study, tactile afferents in monkey fingertips were mechanically stimulated, using a flat disc shaped probe, with several magnitudes of torque, in clockwise and anticlockwise directions. In order to prevent slip during the stimulation event, a sufficient normal force was also applied, with three different magnitudes tested. Recordings were made from afferents innervating the glabrous skin covering the entire distal segment of the finger. A Parzen window classifier was used to assess the capacity of tactile afferents to discriminate, concurrently and in real-time, the three stimulus parameters; namely, background normal force, torque magnitude and direction. Despite the potentially confounding interactions between stimulus parameters, classification accuracy was very high and was improved even further by selecting subsets of best performing afferents.
Year
DOI
Venue
2010
10.1007/978-3-642-14064-8_7
EuroHaptics
Keywords
Field
DocType
monkey afferent nerve spike,stimulus parameter,different magnitude,tactile afferents,anticlockwise direction,classifying torque,classification accuracy,confounding interaction,background normal force,sufficient normal force,parzen window classifier,torque magnitude,real time
Biomedical engineering,Glabrous skin,Clockwise,Torque,Afferent,Slip (materials science),Speech recognition,Stimulus (physiology),Normal force,Kernel density estimation,Physics
Conference
Volume
ISSN
ISBN
6191
0302-9743
3-642-14063-7
Citations 
PageRank 
References 
1
0.48
1
Authors
4
Name
Order
Citations
PageRank
Stephen J Redmond112225.75
Ingvars Birznieks213.19
nigel h lovell3618118.68
Antony W. Goodwin410.48