Application level performance evaluation of wearable devices for stress classification with explainable AI
Stress has become one of the most prominent problems of modern societies and a key
contributor to major health issues. Dealing with stress effectively requires detecting it in real …
contributor to major health issues. Dealing with stress effectively requires detecting it in real …
MAUS: A dataset for mental workload assessmenton N-back task using wearable sensor
WK Beh, YH Wu - arxiv preprint arxiv:2111.02561, 2021 - arxiv.org
This paper describes an open-access database focusing on the study of mental workload
(MW) assessment system for wearable devices. A wristband photoplethysmogram (PPG) …
(MW) assessment system for wearable devices. A wristband photoplethysmogram (PPG) …
Robust PPG-based mental workload assessment system using wearable devices
Heart rate variability (HRV) has been used in assessing mental workload (MW) level.
Compared with ECG, photoplethysmogram (PPG) provides convenient in assessing MW …
Compared with ECG, photoplethysmogram (PPG) provides convenient in assessing MW …
Sequential forward mother wavelet selection method for mental workload assessment on N-back task using photoplethysmography signals
The increasing demands of a cognitive task require additional brain resources. This
demand, known as mental workload, can lead to deteriorated task performance. Therefore …
demand, known as mental workload, can lead to deteriorated task performance. Therefore …
Effect of mental workload on breathing pattern and heart rate for a working memory task: A pilot study
Mental workload or cognitive load is the total amount of mental resources required while
doing a task. Apart from qualitative measures, various physiological signals are being used …
doing a task. Apart from qualitative measures, various physiological signals are being used …
Automated assessment of mental workload from PPG sensor data using cross-wavelet coherence and transfer learning
Highly complex cognitive works require more brain power. The productivity of a person
suffers due to this strain, which is sometimes referred to as a mental burden or psychological …
suffers due to this strain, which is sometimes referred to as a mental burden or psychological …
A Photoplethysmography Based Mental Workload Evaluation Using Ensembled CatBoost Approach
The increasing presence of cognitive activities needs the use of increased brain resources.
This stress, called mental workload, may result in poor task performance. As a result …
This stress, called mental workload, may result in poor task performance. As a result …