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2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)最新文献

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Clustering Stress Reactivity based on Heart Rate Variability During Acute Mental Stress Task 急性精神应激任务中心率变异性的聚类应激反应
Pub Date : 2022-11-03 DOI: 10.1109/COMNETSAT56033.2022.9994451
A. Sutarto, Nailul Izzah, Mohamad Hariyadi
Stress reactivity refers to an individual's ability to cope with job stress, influenced by her/ his subjective emotional and physiological reactions in various stressful situations. Despite extensive research on the association of heart rate variability (HRV) and productivity indicators, very few studies have utilized HRV change to group individual stress reactivity. This paper aims at identifying subjects based on their cardiovascular stress reactivity, indicated by HRV parameters, on an acute mental stress task. We performed a k-means clustering analysis using the Nbclust package in R environment to classify 162 healthy subjects according to their heart rate and HRV indexes reactivity between baseline and mental stress tasks into k = 2 and $k$ =3 number of clusters. We found that k = 3 could differentiate subjects with similar patterns into two groups but with different magnitudes of reactivity (high and low) and one group for those who experienced the opposite pattern. Our study offers the potential use of such a classification in the implementation of workplace health promotion programs and to assign the right jobs or tasks to employees.
应激反应是指个体在各种压力情境下,受主观情绪和生理反应的影响,对工作压力的应对能力。尽管对心率变异性(HRV)和生产力指标的关联进行了广泛的研究,但很少有研究利用HRV变化来分组个体的应激反应。本文旨在根据受试者在急性精神应激任务中的心血管应激反应性(HRV参数)来识别受试者。我们使用R环境下的Nbclust软件包进行k-means聚类分析,将162名健康受试者根据其心率和HRV指标在基线和精神应激任务之间的反应性分为k = 2和$k$ =3个聚类。我们发现,k = 3可以将具有相似模式的受试者分为两组,但反应程度不同(高和低),另一组为经历相反模式的受试者。我们的研究提供了这种分类在实施工作场所健康促进计划和为员工分配正确的工作或任务方面的潜在用途。
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2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT)
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