Predicting object size from hand kinematics: A temporal perspective

Caterina Ansuini, Andrea Cavallo, Atesh Koul, Marco Jacono, Yuan Yang, Cristina Becchio

Research output: Contribution to journalArticle

20 Citations (Scopus)

Abstract

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.

Original languageEnglish (US)
Article numbere0120432
JournalPloS one
Volume10
Issue number3
DOIs
StatePublished - Mar 17 2015

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kinematics
Biomechanical Phenomena
Kinematics
hands
Hand
Hand Strength
Wrist
Aptitude
Fingers
Support vector machines
concentrates
Joints
Research

ASJC Scopus subject areas

  • Biochemistry, Genetics and Molecular Biology(all)
  • Agricultural and Biological Sciences(all)

Cite this

Ansuini, C., Cavallo, A., Koul, A., Jacono, M., Yang, Y., & Becchio, C. (2015). Predicting object size from hand kinematics: A temporal perspective. PloS one, 10(3), [e0120432]. https://doi.org/10.1371/journal.pone.0120432
Ansuini, Caterina ; Cavallo, Andrea ; Koul, Atesh ; Jacono, Marco ; Yang, Yuan ; Becchio, Cristina. / Predicting object size from hand kinematics : A temporal perspective. In: PloS one. 2015 ; Vol. 10, No. 3.
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Ansuini, C, Cavallo, A, Koul, A, Jacono, M, Yang, Y & Becchio, C 2015, 'Predicting object size from hand kinematics: A temporal perspective' PloS one, vol. 10, no. 3, e0120432. https://doi.org/10.1371/journal.pone.0120432

Predicting object size from hand kinematics : A temporal perspective. / Ansuini, Caterina; Cavallo, Andrea; Koul, Atesh; Jacono, Marco; Yang, Yuan; Becchio, Cristina.

In: PloS one, Vol. 10, No. 3, e0120432, 17.03.2015.

Research output: Contribution to journalArticle

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