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IMU-based motion capture system for rehabilitation applications: A systematic review

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摘要 In recent years,the use of inertial measurement unit(IMU)-based motion capture(Mocap)systems in rehabilitation has grown significantly.This paper aimed to provide an overview of current IMUbased Mocap system designs in the field of rehabilitation,explore the specific applications and implementation of these systems,and discuss potential future developments considering sensor limitations.For this review,a systematic literature search was conducted using Scopus,IEEE Xplore,PubMed,and Web of Science from 2013 to 2022.A total of 65 studies were included and analyzed based on their rehabilitation application,target population,and system deployment and measurement.The proportion of rehabilitation assessment,training,and both were 82%,12%,and 6%respectively.The results showed that primary focus of the studies was stroke that was one of the most commonly studied pathological disease.Additionally,general rehabilitation without targeting a specific pathology was also examined widely,with a particular emphasis on gait analysis.The most common sensor configuration for gait analysis was two IMUs measuring spatiotemporal parameters of the lower limb.However,the lack of training applications and upper limb studies could be attributed to the limited battery life and sensor drift.To address this issue,the use of low-power chips and low-consumption transmission pathways was a potential way to extend usage time for long-term training.Furthermore,we suggest the development of a highly integrated multi-modal system with sensor fusion.
出处 《Biomimetic Intelligence & Robotics》 2023年第2期3-15,共13页 仿生智能与机器人(英文)
基金 supports from Shenzhen Science and Technology Program(JCYJ20220530113811027,JCYJ20220818103602004,and JCYJ20210324104203010) Shenzhen Key Laboratory of Smart Healthcare Engineering(ZDSYS20200811144003009) the National Key Research and Development Program of China(2022YFF1202500,2022YFF1202502) the Funds for the Cultivation of Guangdong College Students’Scientific and Technological Innovation,China("Climbing Program"Special Funds,pdjh2023c11305) College Students’Innovative Entrepreneurial Training Plan Program,China(Y01381868).
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