A neuroergonomic approach to assessing motor performance in stroke patients using fNIRS and behavioral data

被引:7
作者
Bu, Lingguo [1 ,2 ]
Qu, Jing [1 ,2 ]
Zhao, Lei [3 ]
Zhang, Yanjie [4 ]
Wang, Yonghui [5 ]
机构
[1] Shandong Univ, Joint SDU NTU Ctr Artificial Intelligence Res C FA, Jinan 250101, Peoples R China
[2] Shandong Univ, Sch Software, Jinan 250101, Peoples R China
[3] Shandong Jianzhu Univ, Sch Mech & Elect Engn, Jinan 250101, Peoples R China
[4] Hong Kong Polytech Univ, Dept Aeronaut & Aviat Engn, Hong Kong 999077, Hong Kong, Peoples R China
[5] Qilu Hosp Shandong Univ, Rehabil Ctr, Jinan 250012, Peoples R China
基金
中国国家自然科学基金;
关键词
Neuroergonomic; Stroke; fNIRS; Motor performance; Rehabilitation; RECOVERY;
D O I
10.1016/j.apergo.2023.103979
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Stroke is characterized by high morbidity and disability, and proposing effective methods for assessing and designing rehabilitation products is an attractive topic in current research. In this study, a hand function rehabilitation aid was developed for stroke patients. Ten stroke patients and 20 healthy older people as a control group were recruited to perform a 600 s task after a 600 s resting by gripping a stick while clicking on a flashing light in an electronic insert in sequence according to a pattern. The functional near-infrared spectroscopy (fNIRS) and behavioral data were collected during their rehabilitation training. Brain function was analyzed using three indicators, namely brain area activation, functional connectivity and effective connectivity, while behavioral performance was analyzed using ten indicators, such as velocity and acceleration, and correlations were made between both. Followed by proposing a quantitative assessment method based on the fusion of multiple data sources. The results showed that the developed rehabilitation tool could effectively stimulate the patient's brain and help recover their cognitive and behavioral capacities. The scientific validity of the proposed assessment approach was further confirmed by contrasting the data results of the stroke group with those of the healthy elderly group. This study has integrated brain function and behavioral data, providing a practical quantitative evaluation method of product ergonomics and data-driven product design concepts for stroke patients.
引用
收藏
页数:11
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