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基于Kinect和NAO机器人的上肢康复训练随访控制

[Follow control of upper limb rehabilitation training based on Kinect and NAO robot].

作者信息

Liu Xiaoguang, Li Simin, Liang Tie, Li Jun, Lou Cunguang, Wang Hongrui, Liu Xiuling

机构信息

College of Electronic and Information Engineering, Hebei University, Baoding, Hebei 071002, P. R. China.

Key Laboratory of Digital Medical Engineering of Hebei Province, Baoding, Hebei 071002, P. R. China.

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2022 Dec 25;39(6):1189-1198. doi: 10.7507/1001-5515.202111009.

DOI:10.7507/1001-5515.202111009
PMID:36575089
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9927177/
Abstract

Gesture imitation is a common rehabilitation strategy in limb rehabilitation training. In traditional rehabilitation training, patients need to complete training actions under the guidance of rehabilitation physicians. However, due to the limited resources of the hospital, it cannot meet the training and guidance needs of all patients. In this paper, we proposed a following control method based on Kinect and NAO robot for the gesture imitation task in rehabilitation training. The method realized the joint angles mapping from Kinect coordination to NAO robot coordination through inverse kinematics algorithm. Aiming at the deflection angle estimation problem of the elbow joint, a virtual space plane was constructed and realized the accurate estimation of deflection angle. Finally, a comparative experiment for deflection angle of the elbow joint angle was conducted. The experimental results showed that the root mean square error of the angle estimation value of this method in right elbow transverse deflection and vertical deflection directions was 2.734° and 2.159°, respectively. It demonstrates that the method can follow the human movement in real time and stably using the NAO robot to show the rehabilitation training program for patients.

摘要

手势模仿是肢体康复训练中一种常见的康复策略。在传统康复训练中,患者需要在康复医生的指导下完成训练动作。然而,由于医院资源有限,无法满足所有患者的训练和指导需求。在本文中,我们针对康复训练中的手势模仿任务,提出了一种基于Kinect和NAO机器人的跟随控制方法。该方法通过逆运动学算法实现了从Kinect坐标系到NAO机器人坐标系的关节角度映射。针对肘关节偏转角估计问题,构建虚拟空间平面并实现了偏转角的准确估计。最后,进行了肘关节角度偏转角的对比实验。实验结果表明,该方法在右肘横向偏转角和纵向偏转角方向上的角度估计值的均方根误差分别为2.734°和2.159°。这表明该方法能够利用NAO机器人实时稳定地跟随人体运动,为患者展示康复训练方案。

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本文引用的文献

1
Evaluation of the Azure Kinect and Its Comparison to Kinect V1 and Kinect V2.评估 Azure Kinect 及其与 Kinect V1 和 Kinect V2 的比较。
Sensors (Basel). 2021 Jan 8;21(2):413. doi: 10.3390/s21020413.
2
[Research on assist-as-needed control strategy of wrist function-rehabilitation robot].[手腕功能康复机器人按需辅助控制策略研究]
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2020 Feb 25;37(1):129-135. doi: 10.7507/1001-5515.201902023.
3
Validity and Reliability of Upper Limb Functional Assessment Using the Microsoft Kinect V2 Sensor.使用微软Kinect V2传感器进行上肢功能评估的效度和信度
Appl Bionics Biomech. 2019 Feb 11;2019:7175240. doi: 10.1155/2019/7175240. eCollection 2019.
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Kinect-based assessment of proximal arm non-use after a stroke.基于 Kinect 的脑卒中后近侧手臂失用评估。
J Neuroeng Rehabil. 2018 Nov 14;15(1):104. doi: 10.1186/s12984-018-0451-2.
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Virtual Reality in Upper Extremity Rehabilitation of Stroke Patients: A Randomized Controlled Trial.虚拟现实技术在中风患者上肢康复中的应用:一项随机对照试验。
J Stroke Cerebrovasc Dis. 2018 Dec;27(12):3473-3478. doi: 10.1016/j.jstrokecerebrovasdis.2018.08.007. Epub 2018 Sep 5.
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Game analysis and clinical use of the Xbox-Kinect for stroke rehabilitation.用于中风康复的Xbox-Kinect游戏分析及临床应用
Int J Rehabil Res. 2018 Dec;41(4):323-330. doi: 10.1097/MRR.0000000000000302.