Wearable heart rate sensing and critical power-based whole-body fatigue monitoring in the field

IF 3.1 2区 工程技术 Q2 ENGINEERING, INDUSTRIAL Applied Ergonomics Pub Date : 2024-08-03 DOI:10.1016/j.apergo.2024.104358
Gaang Lee , JuHyeon Bae , Jesse V. Jacobs , SangHyun Lee
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Abstract

Whole-body fatigue (WBF) presents a concerning risk to construction workers, which can impact function and ultimately lead to accidents and diminished productivity. This study proposes a new WBF monitoring technique by applying the Critical Power (CP) model, a bioenergetic model, with a wrist-worn heart rate sensor. The authors modified the CP model to calculate WBF from the percentage of heart rate reserve (%HRR) and generated a personalized model via WBF perception surveys. Data were collected for two days from 33 workers at four construction sites. The results showed that the proposed technique can monitor field workers’ perceived WBF with a mean absolute error of 12.8% and Spearman correlation coefficient of 0.83. This study, therefore, demonstrates the viability of wearable WBF monitoring on construction sites to support programs aimed at improving workplace safety and productivity.

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可穿戴式心率传感和基于临界功率的野外全身疲劳监测。
全身疲劳(WBF)是建筑工人面临的一个令人担忧的风险,它会影响身体机能,最终导致事故和生产率下降。本研究提出了一种新的全身疲劳监测技术,将临界功率(CP)模型(一种生物能量模型)与腕戴式心率传感器结合使用。作者修改了 CP 模型,通过心率储备百分比(%HRR)计算 WBF,并通过 WBF 感知调查生成了个性化模型。研究人员对四个建筑工地的 33 名工人进行了为期两天的数据收集。结果表明,所提出的技术可以监测现场工人感知的 WBF,平均绝对误差为 12.8%,斯皮尔曼相关系数为 0.83。因此,这项研究证明了在建筑工地上采用可穿戴式 WBF 监测技术来支持旨在改善工作场所安全和提高生产率的计划是可行的。
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来源期刊
Applied Ergonomics
Applied Ergonomics 工程技术-工程:工业
CiteScore
7.50
自引率
9.40%
发文量
248
审稿时长
53 days
期刊介绍: Applied Ergonomics is aimed at ergonomists and all those interested in applying ergonomics/human factors in the design, planning and management of technical and social systems at work or leisure. Readership is truly international with subscribers in over 50 countries. Professionals for whom Applied Ergonomics is of interest include: ergonomists, designers, industrial engineers, health and safety specialists, systems engineers, design engineers, organizational psychologists, occupational health specialists and human-computer interaction specialists.
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