基于可穿戴多模态脑机接口鼠标的肌萎缩侧索硬化症患者日常辅助

IF 4.8 2区 医学 Q2 ENGINEERING, BIOMEDICAL
Ya Jiang;Kendi Li;Yuankai Liang;Di Chen;Mingkui Tan;Yuanqing Li
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引用次数: 0

摘要

肌萎缩性侧索硬化症(ALS)是一种慢性进行性神经退行性疾病,主要引起上下运动神经元损伤。这导致ALS患者上肢和下肢的自主活动能力逐渐恶化,这强调了迫切需要一种辅助系统来促进沟通和身体运动,而不依赖于神经肌肉功能。在本文中,我们开发了一种基于可穿戴式多模态脑机接口(BCI)鼠标的ALS患者日常辅助系统。该系统包括辅助上肢的鼠标系统和基于辅助下肢的鼠标系统的轮椅系统两个子系统。通过佩戴BCI头带,ALS患者可以通过轻微的头部旋转和眨眼来控制屏幕上的电脑光标,并通过专门设计的图形用户界面(gui)来操作电脑和驾驶轮椅。我们设计了模拟日常需求的操作任务,并邀请渐冻症患者执行这些任务。总共有15名上肢受限的患者完成了鼠标系统任务,9名下肢活动障碍的患者完成了轮椅系统任务。令我们满意的是,所有参与者都完全完成了任务,两项任务的平均准确率分别为83.9%和87.0%。此外,使用NASA任务负载指数(NASA- tlx)进行的工作量评估显示,参与者在使用该系统时经历了较低的工作量。实验结果表明,该系统为ALS患者提供了有效的日常辅助,具有良好的长期应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Daily Assistance for Amyotrophic Lateral Sclerosis Patients Based on a Wearable Multimodal Brain-Computer Interface Mouse
Amyotrophic lateral sclerosis (ALS) is a chronic, progressive neurodegenerative disease that mainly causes damage to upper and lower motor neurons. This leads to a progressive deterioration in the voluntary mobility of the upper and lower extremities in ALS patients, which underscores the pressing need for an assistance system to facilitate communication and body movement without relying on neuromuscular function. In this paper, we developed a daily assistance system for ALS patients based on a wearable multimodal brain-computer interface (BCI) mouse. The system comprises two subsystems: a mouse system assisting the upper extremity and a wheelchair system based on the mouse system assisting the lower extremity. By wearing a BCI headband, ALS patients can control a computer cursor on the screen with slight head rotation and eye blinking, and further operate a computer and drive a wheelchair with specially designed graphical user interfaces (GUIs). We designed operating tasks that simulate daily needs and invited ALS patients to perform the tasks. In total, 15 patients with upper extremity limitations performed the mouse system task and 9 patients with lower extremity mobility issues performed the wheelchair system task. To our satisfaction, all the participants fully accomplished the tasks and average accuracies of 83.9% and 87.0% for the two tasks were achieved. Furthermore, workload evaluation using NASA Task Load Index (NASA-TLX) revealed that the participants experienced a low workload when using the system. The experimental results demonstrate that the proposed system provides ALS patients with effective daily assistance and shows promising long-term application prospects.
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来源期刊
CiteScore
8.60
自引率
8.20%
发文量
479
审稿时长
6-12 weeks
期刊介绍: Rehabilitative and neural aspects of biomedical engineering, including functional electrical stimulation, acoustic dynamics, human performance measurement and analysis, nerve stimulation, electromyography, motor control and stimulation; and hardware and software applications for rehabilitation engineering and assistive devices.
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