Research

Current scientific output related to EEG-based mental workload assessment.

EEG markers of mental workload in N-back tasks: temporal dynamics, classification, and generalization

Manuscript under review

Serioli L.†, Spaltro G.†, Sieghartsleitner S., Grünwald J., Guger C., Merla A.
Submitted to Frontiers in Neuroergonomics, 2026. † Shared first authorship.

ContextMSc thesis and g.tec medical engineering research internship
DataHuman EEG · compact 8-channel setup · N-back tasks
AnalysisSpectral features, ERP analysis, statistical evaluation, machine learning
ValidationSeparate recording sessions, within-subject TRAIN→TEST, LOSO
Group ERP results
Group ERP results across N-back conditions and EEG channels. Figure from the manuscript under review.