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1.
Journal of Biomedical Engineering ; (6): 409-416, 2021.
Artigo em Chinês | WPRIM | ID: wpr-888196

RESUMO

As the most common active brain-computer interaction paradigm, motor imagery brain-computer interface (MI-BCI) suffers from the bottleneck problems of small instruction set and low accuracy, and its information transmission rate (ITR) and practical application are severely limited. In this study, we designed 6-class imagination actions, collected electroencephalogram (EEG) signals from 19 subjects, and studied the effect of collaborative brain-computer interface (cBCI) collaboration strategy on MI-BCI classification performance, the effects of changes in different group sizes and fusion strategies on group multi-classification performance are compared. The results showed that the most suitable group size was 4 people, and the best fusion strategy was decision fusion. In this condition, the classification accuracy of the group reached 77%, which was higher than that of the feature fusion strategy under the same group size (77.31%


Assuntos
Humanos , Encéfalo , Interfaces Cérebro-Computador , Eletroencefalografia , Imagens, Psicoterapia , Imaginação
2.
Frontiers of Medicine ; (4): 740-749, 2021.
Artigo em Inglês | WPRIM | ID: wpr-922503

RESUMO

Stroke is one of the most serious diseases that threaten human life and health. It is a major cause of death and disability in the clinic. New strategies for motor rehabilitation after stroke are undergoing exploration. We aimed to develop a novel artificial neural rehabilitation system, which integrates brain-computer interface (BCI) and functional electrical stimulation (FES) technologies, for limb motor function recovery after stroke. We conducted clinical trials (including controlled trials) in 32 patients with chronic stroke. Patients were randomly divided into the BCI-FES group and the neuromuscular electrical stimulation (NMES) group. The changes in outcome measures during intervention were compared between groups, and the trends of ERD values based on EEG were analyzed for BCI-FES group. Results showed that the increase in Fugl Meyer Assessment of the Upper Extremity (FMA-UE) and Kendall Manual Muscle Testing (Kendall MMT) scores of the BCI-FES group was significantly higher than that in the sham group, which indicated the practicality and superiority of the BCI-FES system in clinical practice. The change in the laterality coefficient (LC) values based on μ-ERD (ΔLC


Assuntos
Humanos , Estimulação Elétrica , Terapia por Estimulação Elétrica , Eletroencefalografia , Recuperação de Função Fisiológica , Acidente Vascular Cerebral/terapia , Reabilitação do Acidente Vascular Cerebral
3.
Chinese Journal of Medical Instrumentation ; (6): 513-519, 2020.
Artigo em Chinês | WPRIM | ID: wpr-880402

RESUMO

Accidents or diseases may cause impairment or even loss of human motor function, among which stroke is a disease which is most likely to cause disability and seriously endangers social health. During recent years, as a new nerve regulation technology, non-invasive brain stimulation technology can achieve the application of nerve stimulation to the brain, induce and promote neuroplasticity and improve the excitability of cerebral cortex. Especially, transcranial direct current stimulation (tDCS) and transcranial magnetic stimulation(TMS) have shown high therapeutic potential in motor rehabilitation. This paper summarizes the mechanism and progress of the research and application of tDCS and TMS in the field of neurorehabilitation. Its technical challenges and future development trends are provided as well.


Assuntos
Humanos , Encéfalo , Acidente Vascular Cerebral , Reabilitação do Acidente Vascular Cerebral , Estimulação Transcraniana por Corrente Contínua , Estimulação Magnética Transcraniana
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