Observatorio de I+D+i UPM

Memorias de investigación
Communications at congresses:
A mobile monitoring tool for the automatic activity recognition and its application for Parkinson's disease rehabilitation
Year:2015
Research Areas
  • Natural sciences and health sciences,
  • Electronic technology and of the communications
Information
Abstract
In order to perform a continuous monitoring of patients in their daily lives, it is the need to contextualize the collected data coming from the patients. In this sense, the identification of the Activities of the Daily Life (ADL) carried out by the subjects is essential to understand and to put in context other data linked to the monitoring disease itself. This work was aimed at using the accelerometers integrated in most of the current available smartphones to build an automatic activity recognizer based on the signal coming from this sort of sensors. The validation carried out showed the impact of the frequency sampling in the classifier performance as well as the impact in the battery usage. Finally, it suggested that the use of one second as sampling period is a fair trade-off between accuracy in the classification and power saving. Keywords: Accelerometer, ADL, Machine Learning
International
Si
Congress
IUPESM World Congress on Medical Physics and Biomedical Engineering (IFBME) 2015.
960
Place
Toronto, Canadá
Reviewers
Si
ISBN/ISSN
978-3-319-19386-1
10.1007/978-3-319-19387
Start Date
07/06/2015
End Date
12/06/2015
From page
1457
To page
1460
Proceedings of the IUPESM World Congress on Medical Physics and Biomedical Engineering (IFBME) 2015. www.wc.2015.org .Volume 51
Participants
  • Autor: Jorge Cancela Gonzalez (UPM)
  • Autor: Matteo Pastorino . (UPM)
  • Autor: Eugenio Moreno (ETSIT UPM)
  • Autor: Maria Teresa Arredondo Waldmeyer (UPM)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Tecnologías de Apoyo a la Vida
  • Centro o Instituto I+D+i: Centro de tecnología Biomédica CTB
  • Departamento: Tecnología Fotónica y Bioingeniería
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