Adaptation in serious games for upper-limb rehabilitation: An approach to improve training outcomes

Nadia Hocine 1 Abdelkader Gouaich 1 Stefano A. Cerri 1 Denis Mottet 2 Jérome Froger 2 Isabelle Laffont 2
1 SMILE - Système Multi-agent, Interaction, Langage, Evolution
LIRMM - Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier
2 EuroMov - Euromov
Abstract : In this paper, we propose a game adaptation technique that seeks to improve the training outcomes of stroke patients during a therapeutic session. This technique involves the generation of customized game levels, which difficulty is dynamically adjusted to the patients' abilities and performance. Our goal was to evaluate the effect of this adaptation strategy on the training outcomes of post-stroke patients during a therapeutic session. We hypothesized that a dynamic difficulty adaptation strategy would have a more positive effect on the training outcomes of patients than two control strategies, incremental difficulty adaptation and random difficulty adaptation. To test these strategies , we developed three versions of PRehab, a serious game for upper-limb rehabilitation. Seven stroke patients and three therapists participated in the experiment, and played all three versions of the game on a graphics tablet. The results of the experiment show that our dynamic adaptation technique increases movement amplitude during a therapeutic session. This finding may serve as a basis to improve patient recovery.
Keywords : Physical rehabilitation Adaptation Serious games Stroke Upper-limb rehabilitation
Type de document :
Article dans une revue
User Modeling and User-Adapted Interaction, Springer Verlag, 2015, 25 (1), pp.65-98. 〈10.1007/s11257-015-9154-6〉
Liste complète des métadonnées

Littérature citée [50 références]  Voir  Masquer  Télécharger
https://hal-lirmm.ccsd.cnrs.fr/lirmm-01121345
Contributeur : Stefano A. Cerri <>
Soumis le : samedi 28 février 2015 - 14:37:34
Dernière modification le : jeudi 11 janvier 2018 - 06:26:17
Document(s) archivé(s) le : vendredi 29 mai 2015 - 11:21:17

Fichier

paper_umuai_dv.pdf
Fichiers produits par l'(les) auteur(s)

Licence

Domaine public

Identifiants

Collections

SMILE | LIRMM | MIPS | BS | UNIV-MONTPELLIER

Citation

Nadia Hocine, Abdelkader Gouaich, Stefano A. Cerri, Denis Mottet, Jérome Froger, et al.. Adaptation in serious games for upper-limb rehabilitation: An approach to improve training outcomes. User Modeling and User-Adapted Interaction, Springer Verlag, 2015, 25 (1), pp.65-98. 〈10.1007/s11257-015-9154-6〉. 〈lirmm-01121345〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

217

Téléchargements de fichiers

484

Contact

support.ccsd.cnrs.fr
hal.support@ccsd.cnrs.fr
Logo CCSD