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Evaluation of physiological workload assessment methods using heart rate and accelerometry for a smart wearable system
Authors:Liyun Yang  Ke Lu  Mikael Forsman  Kaj Lindecrantz  Fernando Seoane  Örjan Ekblom
Affiliation:1. Division of Ergonomics, KTH Royal Institute of Technology, Huddinge, Sweden;2. Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden;3. Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden;4. Swedish School of Textiles, University of Bor?s, Bor?s, Sweden;5. Swedish School of Textiles, University of Bor?s, Bor?s, Sweden;6. Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Huddinge, Sweden;7. ?strand Laboratory of Work Physiology, The Swedish School of Sport and Health, Stockholm, Sweden
Abstract:Work metabolism (WM) can be accurately estimated by oxygen consumption (VO2), which is commonly assessed by heart rate (HR) in field studies. However, the VO2–HR relationship is influenced by individual capacity and activity characteristics. The purpose of this study was to evaluate three models for estimating WM compared with indirect calorimetry, during simulated work activities. The techniques were: the HR-Flex model; HR branched model, combining HR with hip-worn accelerometers (ACC); and HR?+?arm-leg ACC model, combining HR with wrist- and thigh-worn ACC. Twelve participants performed five simulated work activities and three submaximal tests. The HR?+?arm-leg ACC model had the overall best performance with limits of agreement (LoA) of ?3.94 and 2.00?mL/min/kg, while the HR-Flex model had ?5.01 and 5.36?mL/min/kg and the branched model, ?6.71 and 1.52?mL/min/kg. In conclusion, the HR?+?arm-leg ACC model should, when feasible, be preferred in wearable systems for WM estimation.

Practitioner Summary: Work with high energy demand can impair employees’ health and life quality. Three models were evaluated for estimating work metabolism during simulated tasks. The model combining heart rate, wrist- and thigh-worn accelerometers showed the best accuracy. This is, when feasible, suggested for wearable systems to assess work metabolism.

Keywords:Heart rate  work metabolism  motion sensing  wearable sensors  risk assessment  estimation models
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