دورية أكاديمية

The role of transient target stimuli in a steady-state somatosensory evoked potential-based brain-computer interface setup

التفاصيل البيبلوغرافية
العنوان: The role of transient target stimuli in a steady-state somatosensory evoked potential-based brain-computer interface setup
المؤلفون: Christoph ePokorny, Christian eBreitwieser, Gernot eMueller-Putz
المصدر: Frontiers in Neuroscience, Vol 10 (2016)
بيانات النشر: Frontiers Media S.A., 2016.
سنة النشر: 2016
المجموعة: LCC:Neurosciences. Biological psychiatry. Neuropsychiatry
مصطلحات موضوعية: P300, Electroencephalography (EEG), brain-computer interface (BCI), tactile stimulation, steady-state somatosensory evoked potential (SSSEP), transient target stimulus, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571
الوصف: In earlier literature, so-called twitches were used to support a user in a steady-state somatosensory evoked potential (SSSEP) based brain-computer interface (BCI) to focus attention on the requested targets. Within this work, we investigate the impact of these transient target stimuli on SSSEPs in a real-life BCI setup. A hybrid BCI was designed which combines SSSEPs and P300 potentials evoked by twitches randomly embedded into the streams of tactile stimuli. The EEG of fourteen healthy subjects was recorded, while their left and right index fingers were simultaneously stimulated using frequencies selected in a screening procedure. The subjects were randomly instructed by a cue on a screen to focus attention on one or none of the fingers. Feature for SSSEPs and P300 potentials were extracted and classified using separately trained multi-class shrinkage LDA classifiers. Three-class classification accuracies significantly better than random could be reached by nine subjects using SSSEP features and by twelve subjects using P300 features respectively. The average classification accuracies were 48.6% using SSSEP and 50.7% using P300 features. By means of a Monte Carlo permutation test it could be shown that twitches have an attenuation effect on the SSSEP. Significant SSSEP blocking effects time-locked to twitch positions were found in seven subjects. Our findings suggest that the attempt to combine different types of stimulation signals like repetitive signals and twitches has a mutual influence on each other, which may be the main reason for the rather moderate BCI performance. This influence is originated at the level of stimulus generation but becomes apparent as physiological effect in the SSSEP. When designing a hybrid BCI based on SSSEPs and P300 potentials, one has to find an optimal tradeoff depending on the overall design goals or individual subjects' performance. Our results give therefore some new insights that may be useful for the successful design of hybrid BCIs.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1662-453X
Relation: http://journal.frontiersin.org/Journal/10.3389/fnins.2016.00152/full; https://doaj.org/toc/1662-453X
DOI: 10.3389/fnins.2016.00152
URL الوصول: https://doaj.org/article/b1ccc0eab1e041fca3cb902d635d0b6c
رقم الأكسشن: edsdoj.b1ccc0eab1e041fca3cb902d635d0b6c
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:1662453X
DOI:10.3389/fnins.2016.00152