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

拇指 冲程(发动机) 任务(项目管理) 计算机科学 有线手套 康复 惯性测量装置 模块化设计 物理医学与康复 计量单位 模拟 人工智能 医学 物理疗法 工程类 机械工程 外科 虚拟现实 系统工程 量子力学 物理 操作系统
作者
Bor-Shing Lin,Pei-Chi Hsiao,Shuyu Yang,Che-Shih Su,I‐Jung Lee
出处
期刊:IEEE Transactions on Neural Systems and Rehabilitation Engineering [Institute of Electrical and Electronics Engineers]
卷期号:25 (11): 2204-2213 被引量:67
标识
DOI:10.1109/tnsre.2017.2720727
摘要

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.
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