Med Biol Eng Comput - Detection of movement-related cortical potentials based on subject-independent training.

Tópicos

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Resumo

To allow a routinely use of brain-computer interfaces (BCI), there is a need to reduce or completely eliminate the time-consuming part of the individualized training of the user. In this study, we investigate the possibility of avoiding the individual training phase in the detection of movement intention in asynchronous BCIs based on movement-related cortical potential (MRCP). EEG signals were recorded during ballistic ankle dorsiflexions executed (ME) or imagined (MI) by 20 healthy subjects, and attempted by five stroke subjects. These recordings were used to identify a template (as average over all subjects) for the initial negative phase of the MRCPs, after the application of an optimized spatial filtering used for pre-processing. Using this template, the detection accuracy (mean ? SD) calculated as true positive rate (estimated with leave-one-out procedure) for ME was 69 ? 21 and 58 ? 11 % on single trial basis for healthy and stroke subjects, respectively. This performance was similar to that obtained using an individual template for each subject, which led to accuracies of 71 ? 6 and 55 ? 12 % for healthy and stroke subjects, respectively. The detection accuracy for the MI data was 65 ? 22 % with the average template and 60 ? 13 % with the individual template. These results indicate the possibility of detecting movement intention without an individual training phase and without a significant loss in performance.

Resumo Limpo

allow routin use braincomput interfac bci need reduc complet elimin timeconsum part individu train user studi investig possibl avoid individu train phase detect movement intent asynchron bcis base movementrel cortic potenti mrcp eeg signal record ballist ankl dorsiflexion execut imagin mi healthi subject attempt five stroke subject record use identifi templat averag subject initi negat phase mrcps applic optim spatial filter use preprocess use templat detect accuraci mean sd calcul true posit rate estim leaveoneout procedur singl trial basi healthi stroke subject respect perform similar obtain use individu templat subject led accuraci healthi stroke subject respect detect accuraci mi data averag templat individu templat result indic possibl detect movement intent without individu train phase without signific loss perform

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