ArticleBiosensors2022
Mental Stress Assessment Using Ultra Short Term HRV Analysis Based on Non-Linear Method.
Article in Biosensors, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 59 citations in OpenAlex.
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- Influence of resilience on autonomic nervous system habituation to repeated stress exposure: Insights from heart rate variability and heart rate response.Comprehensive psychoneuroendocrinology · 2026Article
- Multistage Electrocardiographic Profiling for Mental Stress-Induced Myocardial Ischemia in Women: A Prospective, Age-Matched Cohort Study in China.Circulation. Population health and outcomes · 2026Article
- Effects of constant and incremental modes of music volume and odor concentration on vigilance.Frontiers in psychology · 2026Article
- Short-Term Detection of Dynamic Stress Levels in Exergaming with Wearables.Sensors (Basel, Switzerland) · 2025Article
- Photoplethysmography-based HRV analysis and machine learning for real-time stress quantification in mental health applications.APL bioengineering · 2025Article
- Cardiac vagal modulation predicts decision-making in sacrificial and everyday moral dilemmas.Scientific reports · 2025Article
- Deep learning-based stress detection from RR intervals in major depressive disorder, panic disorder, and healthy individuals.Frontiers in psychiatry · 2025Article
- Assessment of autonomic function in patient with COVID-19 and other infectious diseases using a wearable smart band connected to a mobile application.Frontiers in psychiatry · 2025Article
- Effects of Auto-Titrating Mandibular Advancement Device on Autonomic Nervous System in Obstructive Sleep Apnea.Journal of personalized medicine · 2024Article
- Agreement between Ultra-Short-Term and Standard Heart Rate Variability Analysis in Resting and Post-Exercise Conditions.Life (Basel, Switzerland) · 2024Article
- Developmental changes of bodily self-consciousness in adolescent girls.Scientific reports · 2024Article
- Impedance cardiogram based exploration of cardiac mechanisms in post-traumatic stress disorder during trauma recall.Psychophysiology · 2024Article
- Effects of Game-Related Tasks for the Diagnosis and Classification of Gaming Disorder.Biosensors · 2024Article
- Mental Stress Detection Using a Wearable In-Ear Plethysmography.Biosensors · 2023Article
- AI-Enabled Smart Wristband Providing Real-Time Vital Signs and Stress Monitoring.Sensors (Basel, Switzerland) · 2023Article
- Interactive Cardio System for Healthcare Improvement.Sensors (Basel, Switzerland) · 2023Article
- Influences of Intense Physical Effort on the Activity of the Autonomous Nervous System and Stress, as Measured with Photoplethysmography.International journal of environmental research and public health · 2022Article
- Feasibility of Ultra-Short-Term Analysis of Heart Rate and Systolic Arterial Pressure Variability at Rest and during Stress via Time-Domain and Entropy-Based Measures.Sensors (Basel, Switzerland) · 2022Article
- Diagnostic Efficacy of Ultra-Short Term HRV Analysis in Obstructive Sleep Apnea.Journal of personalized medicine · 2022Article
Corrections and comments
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Authors and funding
10 authors at 1 institution in 1 country.
Funding
Abstract
Mental stress is on the rise as one of the major health problems in modern society. It is important to detect and manage mental stress to prevent various diseases caused by stress and to maintain a healthy life. The purpose of this paper is to present new heart rate variability (HRV) features based on empirical mode decomposition and to detect acute mental stress through short-term HRV (5 min) and ultra-short-term HRV (under 5 min) analysis. HRV signals were acquired from 74 young police officers using acute stressors, including the Trier Social Stress Test and horror movie viewing, and a total of 26 features, including the proposed IMF energy features and general HRV features, were extracted. A support vector machine (SVM) classification model is used to classify the stress and non-stress states through leave-one-subject-out cross-validation. The classification accuracies of short-term HRV and ultra-short-term HRV analysis are 86.5% and 90.5%, respectively. In the results of ultra-short-term HRV analysis using various time lengths, we suggest the optimal duration to detect mental stress, which can be applied to wearable devices or healthcare systems.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.