Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Journal articles
  4. Skill learning based catching motion control
 
research article

Skill learning based catching motion control

Cimen, Goekcen
•
Kavafoglu, Zumra
•
Kavafoglu, Ersan
Show more
2014
Computer Animation And Virtual Worlds

Learned biomechanical strategies prepare the human body in kinematics and kinetics terms during interception tasks, such as throwing and catching, in real world. Based on this, we present a real-time physics-based approach that generates natural and physically plausible motions for a highly complex task ball catching. We showed that ball catching behavior could be achieved with the proper combination of rather simple motor skills, such as standing, walking, and reaching. The character learns some policies to know how and when to react by using reinforcement learning in order to use time accurately. We demonstrate the effectiveness of our method with some of the catching animation results in different catching strategies. Copyright (c) 2015John Wiley & Sons, Ltd.

  • Details
  • Metrics
Type
research article
DOI
10.1002/cav.1659
Web of Science ID

WOS:000354264700004

Author(s)
Cimen, Goekcen
Kavafoglu, Zumra
Kavafoglu, Ersan
Capin, Tolga
Gurcay, Hasmet
Date Issued

2014

Publisher

Wiley-Blackwell

Published in
Computer Animation And Virtual Worlds
Volume

26

Issue

3-4

Start page

217

End page

225

Subjects

ball catching simulation

•

physics-based character animation

•

reinforcement learning

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
ISC  
Available on Infoscience
May 29, 2015
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/114832
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés