A review on mental stress detection using wearable sensors and machine learning techniques

S Gedam, S Paul - IEEE Access, 2021 - ieeexplore.ieee.org
Stress is an escalated psycho-physiological state of the human body emerging in response
to a challenging event or a demanding condition. Environmental factors that trigger stress …

A critical review of ultra-short-term heart rate variability norms research

F Shaffer, ZM Meehan, CL Zerr - Frontiers in neuroscience, 2020 - frontiersin.org
Heart rate variability (HRV) is the fluctuation in time between successive heartbeats and is
defined by interbeat intervals. Researchers have shown that short-term (∼ 5-min) and long …

[HTML][HTML] Photoplethysmography based atrial fibrillation detection: a review

T Pereira, N Tran, K Gadhoumi, MM Pelter, DH Do… - NPJ digital …, 2020 - nature.com
Atrial fibrillation (AF) is a cardiac rhythm disorder associated with increased morbidity and
mortality. It is the leading risk factor for cardioembolic stroke and its early detection is crucial …

Ultra-short term HRV features as surrogates of short term HRV: A case study on mental stress detection in real life

R Castaldo, L Montesinos, P Melillo, C James… - BMC medical informatics …, 2019 - Springer
Background This paper suggests a method to assess the extent to which ultra-short Heart
Rate Variability (HRV) features (less than 5 min) can be considered as valid surrogates of …

[HTML][HTML] An interpretable machine learning approach to multimodal stress detection in a simulated office environment

M Naegelin, RP Weibel, JI Kerr, VR Schinazi… - Journal of Biomedical …, 2023 - Elsevier
Background and objective: Work-related stress affects a large part of today's workforce and
is known to have detrimental effects on physical and mental health. Continuous and …

Detection of stress levels from biosignals measured in virtual reality environments using a kernel-based extreme learning machine

D Cho, J Ham, J Oh, J Park, S Kim, NK Lee, B Lee - Sensors, 2017 - mdpi.com
Virtual reality (VR) is a computer technique that creates an artificial environment composed
of realistic images, sounds, and other sensations. Many researchers have used VR devices …

[HTML][HTML] Heart rate variability for evaluating psychological stress changes in healthy adults: a sco** review

S Immanuel, MN Teferra, M Baumert… - …, 2023 - karger.com
The utility of heart rate variability (HRV) for characterizing psychological stress is primarily
impacted by methodological considerations such as study populations, experienced versus …

Are ultra‐short heart rate variability features good surrogates of short‐term ones? State‐of‐the‐art review and recommendations

L Pecchia, R Castaldo, L Montesinos… - Healthcare technology …, 2018 - Wiley Online Library
Ultra‐short heart rate variability (HRV) analysis refers to the study of HRV features in
excerpts of length< 5 min. Ultra‐short HRV is widely growing in many healthcare …

Multilevel mental stress detection using ultra-short pulse rate variability series

M Zubair, C Yoon - Biomedical Signal Processing and Control, 2020 - Elsevier
Prolonged exposure to mental stress reduces human work efficiency in daily life and may
increase the risk of diabetes and cardiovascular diseases. However, identification of the true …

[HTML][HTML] Detecting Prolonged Stress in Real Life Using Wearable Biosensors and Ecological Momentary Assessments: Naturalistic Experimental Study

R Tutunji, N Kogias, B Kapteijns, M Krentz… - Journal of Medical …, 2023 - jmir.org
Background Increasing efforts toward the prevention of stress-related mental disorders have
created a need for unobtrusive real-life monitoring of stress-related symptoms. Wearable …