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惯性测量单元传感器评估儿童运动能力的准确性与实用性

Accuracy vs. Practicality of Inertial Measurement Unit Sensors to Evaluate Motor Competence in Children.

作者信息

Lander Natalie, Nahavandi Darius, Toomey Nicole G, Barnett Lisa M, Mohamed Shady

机构信息

Faculty of Health, Institute for Physical Activity and Nutrition, Deakin University, Geelong, VIC, Australia.

Institute for Intelligent Systems Research and Innovation, Deakin University, Geelong, VIC, Australia.

出版信息

Front Sports Act Living. 2022 Jun 15;4:917340. doi: 10.3389/fspor.2022.917340. eCollection 2022.

Abstract

The TGMD (i.e., Test of Gross Motor Development) has been considered as one of the gold standards of assessment tools for analysis of motor competence in children. However, it is rarely used by teachers in schools because the time, resources, and expertise required for one teacher to assess a class of students is prohibitive in most cases. A potential solution may be to automate the testing protocol using objective measures and inertial measurement unit sensors. An accurate method using 17 sensors to capture full body motion profiles and machine learning methods to objectively assess proficiency has been developed; however, feasibility of this method was low. Subsequently, a simplified method using four sensors (i.e., attached to wrists and ankles) was found to be effective, efficient, and potentially highly feasible for use in school settings. For some skills, however, not all skill criteria could be assessed. Additionally, misclassification on occasion, marred results. In the present paper we consider a previous experiment that used wireless motion capture to assess criteria from the TGMD-3. We discuss the advantages alongside the disadvantages of testing motor competence in children using sensors and consider the question-Can a compromise be struck between accuracy and feasibility?

摘要

TGMD(即粗大运动发育测试)被认为是分析儿童运动能力的评估工具的黄金标准之一。然而,学校教师很少使用它,因为在大多数情况下,一名教师评估一班学生所需的时间、资源和专业知识令人望而却步。一个潜在的解决方案可能是使用客观测量方法和惯性测量单元传感器来实现测试协议的自动化。已经开发出一种使用17个传感器来捕捉全身运动概况并使用机器学习方法来客观评估熟练程度的准确方法;然而,这种方法的可行性较低。随后,发现一种使用四个传感器(即附着在手腕和脚踝上)的简化方法对于在学校环境中使用是有效、高效且潜在高度可行的。然而,对于某些技能,并非所有技能标准都能得到评估。此外,偶尔的错误分类会影响结果。在本文中,我们考虑了一个先前的实验,该实验使用无线运动捕捉来评估TGMD - 3中的标准。我们讨论了使用传感器测试儿童运动能力的优点和缺点,并思考这个问题——能否在准确性和可行性之间达成妥协?

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本文引用的文献

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