Predicting Object Size from Hand Kinematics: A Temporal Perspective

被引:46
作者
Ansuini, Caterina [1 ]
Cavallo, Andrea [2 ]
Koul, Atesh [1 ]
Jacono, Marco [1 ]
Yang, Yuan [3 ]
Becchio, Cristina [1 ,2 ]
机构
[1] Fdn Ist Italiano Tecnol, Dept Robot Brain & Cognit Sci, Genoa, Italy
[2] Univ Turin, Ctr Cognit Sci, Dept Psychol, Turin, Italy
[3] Delft Univ Technol, Dept BioMech Engn, Delft, Netherlands
来源
PLOS ONE | 2015年 / 10卷 / 03期
基金
欧洲研究理事会;
关键词
PREHENSION MOVEMENTS; PARKINSONS-DISEASE; GRASP; MOTOR; COORDINATION; MODULATION; TRANSPORT; STIMULATION; INFORMATION; COMPONENTS;
D O I
10.1371/journal.pone.0120432
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Research on reach-to-grasp movements generally concentrates on kinematics values that are expression of maxima, in particular the maximum aperture of the hand and the peak of wrist velocity. These parameters provide a snapshot description of movement kinematics at a specific time point during reach, i.e., the maximum within a set of value, but do not allow to investigate how hand kinematics gradually conform to target properties. The present study was designed to extend the characterization of object size effects to the temporal domain. Thus, we computed the wrist velocity and the grip aperture throughout reach-to-grasp movements aimed at large versus small objects. To provide a deeper understanding of how joint movements varied over time, we also considered the time course of finger motion relative to hand motion. Results revealed that movement parameters evolved in parallel but at different rates in relation to object size. Furthermore, a classification analysis performed using a Support Vector Machine (SVM) approach showed that kinematic features taken as a group predicted the correct target size well before contact with the object. Interestingly, some kinematics features exhibited a higher ability to discriminate the target size than others did. These findings reinforce our knowledge about the relationship between kinematics and object properties and shed new light on the quantity and quality of information available in the kinematics of a reach-to-grasp movement over time. This might have important implications for our understanding of the action-perception coupling mechanism.
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页数:13
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