UNIVERSE (mental workload + stress, ~315h E4)

PPGIMUTempEDAEEGWrist-wornDOI

Key facts

Signals
ppg, accel, skin-temp, eda, eeg
Reference Labels
stress, mwl
Devices
empatica-e4, muse-s
Sampling Rates
E4 PPG 64Hz; ACC 32Hz; EDA 4Hz; TEMP 4Hz; Muse S EEG
Subjects
24
License
CC BY 4.0

Summary

UNobtrusIVE measuRement of mental workload and stress in uncontrolled environments (~315 h total). Zenodo DOI 10.5281/zenodo.10371068. Scientific Data 2024.

Updated: Oct 5, 2026