Performance Improvement of Near-Infrared Spectroscopy-Based Brain-Computer Interfaces Using Transcranial Near-Infrared Photobiomodulation With the Same Device

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초록

Transcranial near-infrared photobiomodulation (tNIR-PBM) can modulate physiological characteristics of the human brain, such as the cerebral blood flow and oxidative metabolism. Here, we investigated whether the performance of near-infrared spectroscopy (NIRS)-based brain-computer interfaces (BCIs) can be improved by tNIR-PBM applied to the prefrontal cortex with the same NIRS device. A total of 14 healthy individuals participated in the NIRS-based BCI study where the aim was to distinguish the mental arithmetic task from the idle state (IS) task either after tNIR-PBM or after sham stimulation, with the two experiments being conducted at least two days apart. The tNIR-PBM was applied by simply turning on the NIRS recording equipment for 20 min. To evaluate the degree of performance improvement obtained after tNIR-PBM, the average BCI classification accuracy obtained under the tNIR-PBM condition was compared with that obtained under the sham stimulation condition. The classification accuracy of NIRS-based BCI was significantly improved upon conduction of tNIR-PBM (82.74%) as compared to that in the sham stimulation condition (76.07%, p < 0.005). Thus, our results suggest that simply turning on the NIRS recording equipment before the BCI experiment can improve the performance of the NIRS-based BCI system.

키워드

Task analysisLight emitting diodesHemodynamicsDetectorsBrainFeature extractionPerformance evaluationBrain-computer interface (BCI)near-infrared spectroscopy (NIRS)transcranial photobiomodulationBrainInfrared devicesNear infrared spectroscopyBrain computer interfaces (BCIs)Cerebral blood flowClassification accuracyHealthy individualsOxidative metabolismPhotobiomodulationPhysiological characteristicsRecording equipmentbrain computer interfacehumanmathematicsnear infrared spectroscopyprefrontal cortexpsychomotor performanceBrain computer interface
제목
Performance Improvement of Near-Infrared Spectroscopy-Based Brain-Computer Interfaces Using Transcranial Near-Infrared Photobiomodulation With the Same Device
저자
Kwon, JinukIm, Chang-Hwan
DOI
10.1109/TNSRE.2020.3030639
발행일
2020-12
유형
Article
저널명
IEEE Transactions on Neural Systems and Rehabilitation Engineering
28
12
페이지
2608 ~ 2614