Serious Games and In-Cloud Data Analytics for the Virtualization and Personalization of Rehabilitation Treatments

Giuseppe Caggianese, Salvatore Cuomo, Massimo Esposito, Marco Franceschini, Luigi Gallo, Francesco Infarinato, Aniello Minutolo, Francesco Piccialli, Paola Romano

Research output: Contribution to journalArticle

Abstract

During the last years, the significant increase in the number of patients in need of rehabilitation has generated an unsustainable economic impact on healthcare systems, implying a reduction in therapeutic supervision and support for each patient. To address this problem, this paper proposes a telerehabilitation system based on serious games and in-cloud data analytics services, in accordance with Industry 4.0 design principles regarding modularity, service orientation, decentralization, virtualization, and real-Time capability. The system, specialized for poststroke patients, comprises components for real-Time acquisition of patient's motor data and a decision support service for their analysis. Raw data, reports, and recommendations are made available on the cloud to clinical operators to remotely assess rehabilitation outcomes and dynamically improve therapies. Furthermore, the results of a pilot study on the clinical impact deriving from the adoption of the proposed solution, and of a qualitative analysis about its acceptance, are presented and discussed.

Original languageEnglish
Article number8410810
Pages (from-to)517-526
Number of pages10
JournalIEEE Transactions on Industrial Informatics
Volume15
Issue number1
DOIs
Publication statusE-pub ahead of print - 2018

Keywords

  • Data analytics
  • decision support systems (DSS)
  • neuromotor rehabilitation
  • serious games
  • telerehabilitation

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Information Systems
  • Computer Science Applications
  • Electrical and Electronic Engineering

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