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The Use of Inertial Measurement Units for the Study of Free Living Environment Activity Assessment: A Literature Review.

Sylvain JungMona MichaudLaurent OudreEric DorveauxLouis GorintinNicolas VayatisDamien Ricard
Published in: Sensors (Basel, Switzerland) (2020)
This article presents an overview of fifty-eight articles dedicated to the evaluation of physical activity in free-living conditions using wearable motion sensors. This review provides a comprehensive summary of the technical aspects linked to sensors (types, number, body positions, and technical characteristics) as well as a deep discussion on the protocols implemented in free-living conditions (environment, duration, instructions, activities, and annotation). Finally, it presents a description and a comparison of the main algorithms and processing tools used for assessing physical activity from raw signals.
Keyphrases
  • physical activity
  • body mass index
  • machine learning
  • low cost
  • case report
  • deep learning
  • sleep quality
  • blood pressure
  • rna seq
  • single cell