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数据手套系统嵌入惯性测量单元,用于评估脑卒中患者手部功能。

Data Glove System Embedded With Inertial Measurement Units for Hand Function Evaluation in Stroke Patients.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2017 Nov;25(11):2204-2213. doi: 10.1109/TNSRE.2017.2720727. Epub 2017 Jun 27.

Abstract

This paper proposes a data glove system integrated with six-axis inertial measurement unit sensors for evaluating the hand function of patients who have suffered a stroke. The modular design of this data glove facilitates its use for stroke patients. The proposed system can use the hand's accelerations, angular velocities, and joint angles as calculated by a quaternion algorithm, to help physicians gain new insights into rehabilitation treatments. A clinical experiment was performed on 15 healthy subjects and 15 stroke patients whose Brunnstrom stages (BSs) ranged from 4 to 6. In this experiment, the participants were subjected to a grip task, thumb task, and card turning task to produce raw data and three features, namely, the average rotation speed, variation of movement completion time, and quality of movement; these features were extracted from the recorded data to form 2-D and 3-D scatter plots. These scatter plots can provide reference information and guidance to physicians who must determine the BSs of stroke patients. The proposed system demonstrated a hit rate of 70.22% on average. Therefore, this system can effectively reduce physicians' load and provide them with detailed information about hand function to help them adjust rehabilitation strategies for stroke patients.

摘要

本文提出了一种集成六轴惯性测量单元传感器的数据手套系统,用于评估中风患者的手部功能。该数据手套的模块化设计便于中风患者使用。所提出的系统可以使用手的加速度、角速度和关节角度,通过四元数算法进行计算,帮助医生对康复治疗有新的认识。对 15 名健康受试者和 15 名 Brunnstrom 分期(BS)为 4 至 6 的中风患者进行了临床实验。在这个实验中,参与者被要求进行握力任务、拇指任务和纸牌翻转任务,以产生原始数据和三个特征,即平均旋转速度、运动完成时间变化和运动质量;这些特征是从记录的数据中提取出来的,形成二维和三维散点图。这些散点图可以为医生提供参考信息和指导,帮助他们确定中风患者的 BS。该系统的平均准确率为 70.22%。因此,该系统可以有效地减轻医生的负担,并为他们提供有关手部功能的详细信息,帮助他们调整中风患者的康复策略。

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