Research on feature classification of lower limb motion imagination based on electrical stimulation to enhance rehabilitation.
10.7507/1001-5515.202007004
- Author:
Jiaying LI
1
;
Li ZHAO
1
;
Yan BIAN
1
;
Min LI
1
;
Zhichao JIA
1
Author Information
1. Tianjin Key Laboratory of Information Sensing and Intelligent Control, Tianjin University of Technology and Education, Tianjin 300222, P.R.China.
- Publication Type:Journal Article
- Keywords:
electrical stimulation assistance;
event-related desynchronization;
lower limbs motor imagery;
steady-state somatosensory evoked potentials
- MeSH:
Brain-Computer Interfaces;
Electric Stimulation;
Electroencephalography;
Humans;
Imagination;
Lower Extremity;
Movement
- From:
Journal of Biomedical Engineering
2021;38(3):425-433
- CountryChina
- Language:Chinese
-
Abstract:
Motor imaging therapy is of great significance to the rehabilitation of patients with stroke or motor dysfunction, but there are few studies on lower limb motor imagination. When electrical stimulation is applied to the posterior tibial nerve of the ankle, the steady-state somatosensory evoked potentials (SSSEP) can be induced at the electrical stimulation frequency. In order to better realize the classification of lower extremity motor imagination, improve the classification effect, and enrich the instruction set of lower extremity motor imagination, this paper designs two experimental paradigms: Motor imaging (MI) paradigm and Hybrid paradigm. The Hybrid paradigm contains electrical stimulation assistance. Ten healthy college students were recruited to complete the unilateral movement imagination task of left and right foot in two paradigms. Through time-frequency analysis and classification accuracy analysis, it is found that compared with MI paradigm, Hybrid paradigm could get obvious SSSEP and ERD features. The average classification accuracy of subjects in the Hybrid paradigm was 78.61%, which was obviously higher than the MI paradigm. It proves that electrical stimulation has a positive role in promoting the classification training of lower limb motor imagination.
