The use of wearable devices in cognitive fatigue: current trends and future intentions

SNK Kodithuwakku Arachchige… - Theoretical Issues in …, 2022 - Taylor & Francis
Due to the limited capacity of the brain, prolonged mental tasks placed on an individual
could cause cognitive fatigue (CF). CF is known to cause attention deficits, leading to poor …

Automatic cognitive fatigue detection using wearable fNIRS and machine learning

R Varandas, R Lima, S Bermúdez i Badia, H Silva… - Sensors, 2022 - mdpi.com
Wearable sensors have increasingly been applied in healthcare to generate data and
monitor patients unobtrusively. Their application for Brain–Computer Interfaces (BCI) allows …

Examining the Landscape of Cognitive Fatigue Detection: A Comprehensive Survey

E Karim, HR Pavel, S Nikanfar, A Hebri, A Roy… - Technologies, 2024 - mdpi.com
Cognitive fatigue, a state of reduced mental capacity arising from prolonged cognitive
activity, poses significant challenges in various domains, from road safety to workplace …

Assessment of cognitive fatigue from gait cycle analysis

HR Pavel, E Karim, A Jaiswal, S Acharya, G Nale… - Technologies, 2023 - mdpi.com
Cognitive Fatigue (CF) is the decline in cognitive abilities due to prolonged exposure to
mentally demanding tasks. In this paper, we used gait cycle analysis, a biometric method …

Assessing fatigue with multimodal wearable sensors and machine learning

A Jaiswal, MZ Zadeh, A Hebri, F Makedon - arXiv preprint arXiv …, 2022 - arxiv.org
Fatigue is a loss in cognitive or physical performance due to physiological factors such as
insufficient sleep, long work hours, stress, and physical exertion. It adversely affects the …

An EEG-based cognitive fatigue detection system

E Karim, HR Pavel, A Jaiswal, MZ Zadeh… - Proceedings of the 16th …, 2023 - dl.acm.org
Mental or Cognitive fatigue (CF) is the exhaustion of the neurological system brought on by
prolonged cognitive tasks. It causes performance to decline in day-to-day life. Throughout …

Understanding cognitive fatigue from fmri scans with self-supervised learning

A Jaiswal, AR Babu, MZ Zadeh, F Makedon… - arXiv preprint arXiv …, 2021 - arxiv.org
Functional magnetic resonance imaging (fMRI) is a neuroimaging technique that records
neural activations in the brain by capturing the blood oxygen level in different regions based …

A smart sensor suit (sss) to assess cognitive and physical fatigue with machine learning

A Jaiswal, M Zaki Zadeh, A Hebri… - … Conference on Human …, 2023 - Springer
Fatigue is a loss in cognitive or physical performance due to physiological factors such as
insufficient sleep, long work hours, stress, and physical exertion. It adversely affects the …

Detecting Cognitive Fatigue in Subjects with Traumatic Brain Injury from FMRI Scans Using Self-Supervised Learning

A Jaiswal, A Ramesh Babu, M Zaki Zadeh… - Proceedings of the 16th …, 2023 - dl.acm.org
Understanding cognitive states from fMRI data have yet to be investigated to its full extent
due to its complex nature. In this work, the problem of understanding cognitive fatigue …

Residual Graph Network for Assessing Cognitive Fatigue from Gait Cycle Analysis

Q An, H Reza Pavel, A Roy, F Makedon - Proceedings of the 17th …, 2024 - dl.acm.org
In this paper, we address the challenge of detecting cognitive fatigue, a condition marked by
diminished cognitive capabilities during prolonged mental exertion, through a novel …