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Wearable inertial sensors for human movement analysis: a five-year update

可穿戴计算机 惯性测量装置 可穿戴技术 加速度计 计算机科学 康复 物理医学与康复 人机交互 医学 人工智能 物理疗法 嵌入式系统 操作系统
作者
P. Di Pietro,Marco Iosa,Clive D’Souza,Maria Grazia Benedetti,Stefano Paolucci,Giovanni Morone
出处
期刊:Expert Review of Medical Devices [Taylor & Francis]
卷期号:18 (sup1): 79-94 被引量:78
标识
DOI:10.1080/17434440.2021.1988849
摘要

The aim of the present review is to track the evolution of wearable IMUs from their use in supervised laboratory- and ambulatory-based settings to their application for long-term monitoring of human movement in unsupervised naturalistic settings.Four main emerging areas of application were identified and synthesized, namely, mobile health solutions (specifically, for the assessment of frailty, risk of falls, chronic neurological diseases, and for the monitoring and promotion of active living), occupational ergonomics, rehabilitation and telerehabilitation, and cognitive assessment. Findings from recent scientific literature in each of these areas was synthesized from an applied and/or clinical perspective with the purpose of providing clinical researchers and practitioners with practical guidance on contemporary uses of inertial sensors in applied clinical settings.IMU-based wearable devices have undergone a rapid transition from use in laboratory-based clinical practice to unsupervised, applied settings. Successful use of wearable inertial sensing for assessing mobility, motor performance and movement disorders in applied settings will rely also on machine learning algorithms for managing the vast amounts of data generated by these sensors for extracting information that is both clinically relevant and interpretable by practitioners.
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