[HTML][HTML] Mental health monitoring with multimodal sensing and machine learning: A survey

E Garcia-Ceja, M Riegler, T Nordgreen… - Pervasive and Mobile …, 2018 - Elsevier
Personal and ubiquitous sensing technologies such as smartphones have allowed the
continuous collection of data in an unobtrusive manner. Machine learning methods have …

Fatigue monitoring through wearables: A state-of-the-art review

NR Adão Martins, S Annaheim, CM Spengler… - Frontiers in …, 2021 - frontiersin.org
The objective measurement of fatigue is of critical relevance in areas such as occupational
health and safety as fatigue impairs cognitive and motor performance, thus reducing …

Understanding mental fatigue and its detection: a comparative analysis of assessments and tools

K Kunasegaran, AMH Ismail, S Ramasamy, JV Gnanou… - PeerJ, 2023 - peerj.com
Mental fatigue has shown to be one of the root causes of decreased productivity and overall
cognitive performance, by decreasing an individual's ability to inhibit responses, process …

Mental load and fatigue assessment instruments: A systematic review

J Díaz-García, I González-Ponce… - International journal of …, 2021 - mdpi.com
Mental load and fatigue are important causes of performance decreases and accidents in
different activities. However, a robust systematic review, detailing the instruments used to …

A systematic survey of driving fatigue monitoring

Z Zhang, H Ning, F Zhou - IEEE transactions on intelligent …, 2022 - ieeexplore.ieee.org
The appearance of fatigue is not conducive to driving activities because this state can affect
driving performance and even cause life-threatening consequences. To reduce various …

The ability of eye-tracking metrics to classify and predict the perceived driving workload

OV Bitkina, J Park, HK Kim - International Journal of Industrial Ergonomics, 2021 - Elsevier
Traffic safety is directly related to the mental and physical condition of the driver. Performing
regular secondary tasks while driving is an additional activity that dissipates attention and …

Head movement-based driver drowsiness detection: A review of state-of-art techniques

A Mittal, K Kumar, S Dhamija… - 2016 IEEE international …, 2016 - ieeexplore.ieee.org
Driver fatigue is one of the most common reasons for deadly road accidents around the
world. Continuous monotonous driving for long hours without rest causes drowsiness and …

Systematic analysis of a military wearable device based on a multi-level fusion framework: research directions

H Shi, H Zhao, Y Liu, W Gao, SC Dou - Sensors, 2019 - mdpi.com
With the development of the Internet of Battlefield Things (IoBT), soldiers have become key
nodes of information collection and resource control on the battlefield. It has become a trend …

Anti-fatigue performance in SSVEP-based visual acuity assessment: a comparison of six stimulus paradigms

X Zheng, G Xu, Y Zhang, R Liang, K Zhang… - Frontiers in Human …, 2020 - frontiersin.org
Purpose The occurrence of mental fatigue when users stare at stimuli is a critical problem in
the implementation of steady-state visual evoked potential (SSVEP)-based visual acuity …

Detecting soldiers' fatigue using eye-tracking glasses: Practical field applications and research opportunities

T Schweizer, T Wyss, R Gilgen-Ammann - Military medicine, 2022 - academic.oup.com
Introduction Objectively determining soldiers' fatigue levels could help prevent injuries or
accidents resulting from inattention or decreased alertness. Eye-tracking technologies, such …