PMID- 33018689 OWN - NLM STAT- MEDLINE DCOM- 20201023 LR - 20201023 IS - 2694-0604 (Electronic) IS - 2375-7477 (Linking) VI - 2020 DP - 2020 Jul TI - Task-irrelevant Auditory Event-related Potentials as Mental Workload Indicators: A Between-task Comparison Study(). PG - 3216-3219 LID - 10.1109/EMBC44109.2020.9175957 [doi] AB - Real-time monitoring of mental workload (MWL) is a crucial step to build closed-loop adaptive aiding systems for human-machine systems. MWL estimators based on spontaneous electroencephalography (EEG) and event-related potentials (ERPs) have shown great potentials to achieve this goal. However, the previous studies show that the between-task robustness of these EEG/ERP-based MWL estimators is still an unsolved intractable question. This study attempts to examine the task-irrelevant auditory event-related potentials (tir-aERPs) as MWL indicators. A working memory task (verbal n-back) and a visuo-motor task (multi-attribute task battery, MATB), both with two difficulty levels (easy and hard), were used in the experiment, along with task-irrelevant auditory probes that did not need any response from the participants. EEG was recorded from ten participants when they were performing the tasks. The tir-aERPs elicited by the auditory probes were extracted and analyzed. The results show that the amplitudes of N1, early P3a (eP3a) and the late reorienting negativity (RON) significantly decreased with the increasing MWL in both n-back and MATB. Task type has no obvious influence on the amplitudes and topological layout of the MWL-sensitive tir-aERPs features. These results suggest that the tir-aERPs are potentially more constant MWL indicators across very different task types. Therefore, the tir-aERPs should be taken into consideration in future task-independent MWL monitoring studies. FAU - Xu, Jinzhao AU - Xu J FAU - Ke, Yufeng AU - Ke Y FAU - Liu, Shuang AU - Liu S FAU - Song, Xizi AU - Song X FAU - Xu, Cheng AU - Xu C FAU - Zhou, Guchuan AU - Zhou G FAU - Ming, Dong AU - Ming D LA - eng PT - Journal Article PL - United States TA - Annu Int Conf IEEE Eng Med Biol Soc JT - Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference JID - 101763872 SB - IM MH - *Electroencephalography MH - *Evoked Potentials MH - Humans MH - Memory, Short-Term MH - Workload EDAT- 2020/10/07 06:00 MHDA- 2020/10/24 06:00 CRDT- 2020/10/06 01:04 PHST- 2020/10/06 01:04 [entrez] PHST- 2020/10/07 06:00 [pubmed] PHST- 2020/10/24 06:00 [medline] AID - 10.1109/EMBC44109.2020.9175957 [doi] PST - ppublish SO - Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:3216-3219. doi: 10.1109/EMBC44109.2020.9175957.