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- W4291147624 abstract "Neuroergonomics focuses on the brain signatures and associated mental states underlying behavior to design human-machine interfaces enhancing performance in the cognitive and physical domains. Brain imaging techniques such as functional near-infrared spectroscopy (fNIRS) and electroencephalography (EEG) have been considered key methods for achieving this goal. Recent research stresses the value of combining EEG and fNIRS in improving these interface systems' mental state decoding abilities, but little is known about whether these improvements generalize over different paradigms and methodologies, nor about the potentialities for using these systems in the real world. We review 33 studies comparing mental state decoding accuracy between bimodal EEG-fNIRS and unimodal EEG and fNIRS in several subdomains of neuroergonomics. In light of these studies, we also consider the challenges of exploiting wearable versions of these systems in real-world contexts. Overall the studies reviewed suggest that bimodal EEG-fNIRS outperforms unimodal EEG or fNIRS despite major differences in their conceptual and methodological aspects. Much work however remains to be done to reach practical applications of bimodal EEG-fNIRS in naturalistic conditions. We consider these points to identify aspects of bimodal EEG-fNIRS research in which progress is expected or desired." @default.
- W4291147624 created "2022-08-13" @default.
- W4291147624 creator A5014711318 @default.
- W4291147624 creator A5023272277 @default.
- W4291147624 creator A5042936353 @default.
- W4291147624 creator A5061708390 @default.
- W4291147624 date "2022-08-12" @default.
- W4291147624 modified "2023-09-26" @default.
- W4291147624 title "Bimodal EEG-fNIRS in Neuroergonomics. Current Evidence and Prospects for Future Research" @default.
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