Evaluation of a Headphones-Fitted EEG System for the Recording of Auditory Evoked Potentials and Mental Workload Assessment
34 Pages Posted: 26 Jul 2023
Abstract
Advancements in portable neuroimaging technologies open up new opportunities to gain insight into the neural dynamics and cognitive processes underlying day-to-day behaviors. In this study, we evaluate the validity and user experience of a headphone-mounted electroencephalogram (EEG) system for monitoring mental workload. The participants (N=12) were instructed to pay attention to auditory alarms presented sporadically while performing the Multi-Attribute Task Battery (MATB) whose difficulty was staged across three conditions to manipulate mental workload. The P300 Event-Related Potentials (ERP) elicited by the presentation of auditory alarms were used as probes of attentional resources available. The amplitude and latency of P300 ERPs were compared across experimental conditions along with questionnaires assessing the recording device user experience. Our findings indicate that the P300 ERP component can be captured using a headphone-mounted EEG system. Moreover, neural responses to alarm versus frequent tones could be classified with high accuracy (over 80%) at a single-trial level. Our analyses indicated that the signal-to-noise ratio acquired by the semi-dry sensors remained stable throughout the recordings. These results highlight the potential of such technology for developing neuroassistive technologies while underscoring the current limitations and challenges associated with the integration of EEG sensors in everyday-life wearable technologies. Overall, our study contributes to the growing body of research exploring the feasibility and validity of portable neuroimaging technologies for investigating human cognitive processes and behavior in real-world settings.
Keywords: EEG, headphones, P300, ERP, mental workload, MoBI
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