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基于移动近红外光谱技术的轮椅控制神经工效评估

Neuroergonomic Assessment of Wheelchair Control Using Mobile fNIRS.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2020 Jun;28(6):1488-1496. doi: 10.1109/TNSRE.2020.2992382. Epub 2020 May 4.

DOI:10.1109/TNSRE.2020.2992382
PMID:32386159
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7598937/
Abstract

For over two centuries, the wheelchair has been one of the most common assistive devices for individuals with locomotor impairments without many modifications. Wheelchair control is a complex motor task that increases both the physical and cognitive workload. New wheelchair interfaces, including Power Assisted devices, can further augment users by reducing the required physical effort, however little is known on the mental effort implications. In this study, we adopted a neuroergonomic approach utilizing mobile and wireless functional near infrared spectroscopy (fNIRS) based brain monitoring of physically active participants. 48 volunteers (30 novice and 18 experienced) self-propelled on a wheelchair with and without a PowerAssist interface in both simple and complex realistic environments. Results indicated that as expected, the complex more difficult environment led to lower task performance complemented by higher prefrontal cortex activity compared to the simple environment. The use of the PowerAssist feature had significantly lower brain activation compared to traditional manual control only for novices. Expertise led to a lower brain activation pattern within the middle frontal gyrus, complemented by performance metrics that involve lower cognitive workload. Results here confirm the potential of the Neuroergonomic approach and that direct neural activity measures can complement and enhance task performance metrics. We conclude that the cognitive workload benefits of PowerAssist are more directed to new users and difficult settings. The approach demonstrated here can be utilized in future studies to enable greater personalization and understanding of mobility interfaces within real-world dynamic environments.

摘要

两个多世纪以来,轮椅一直是行动障碍者最常用的辅助设备之一,很少进行修改。轮椅控制是一项复杂的运动任务,会增加身体和认知的工作量。新的轮椅接口,包括助力设备,可以通过减少所需的体力来进一步增强用户的能力,但是对于精神努力的影响知之甚少。在这项研究中,我们采用了神经工效学方法,利用基于移动和无线功能近红外光谱 (fNIRS) 的大脑监测来监测积极参与的物理活动的参与者。48 名志愿者(30 名新手和 18 名有经验者)在带有和不带有 PowerAssist 接口的轮椅上,在简单和复杂的现实环境中进行自我推进。结果表明,正如预期的那样,与简单环境相比,复杂、困难的环境会导致较低的任务表现,同时伴随着前额叶皮层活动的增加。对于新手来说,与传统的手动控制相比,使用 PowerAssist 功能会显著降低大脑活动。专家则表现出较低的大脑激活模式,在中额回中,同时涉及到较低的认知工作量的表现指标。结果证实了神经工效学方法的潜力,以及直接的神经活动测量可以补充和增强任务表现指标。我们得出结论,PowerAssist 的认知工作负载优势更多地针对新用户和困难的环境。这里展示的方法可以在未来的研究中使用,以实现更个性化和理解现实世界动态环境中的移动接口。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8ba7/7598937/c9cd44024b89/nihms-1601422-f0010.jpg
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