Developing Prediction Models for Monitoring Workers’ Fatigue in Hot Conditions
Publication: Computing in Civil Engineering 2023
ABSTRACT
Fatigue is a common problem in the construction industry due to the labor-intensive, repetitive, and physically demanding nature of the activities. Most construction projects are carried out in the summer, when the temperature typically ranges from 90oF to 110oF, exposing workers to the danger of heightened fatigue and heat exhaustion. Although studies have shown that fatigue and heat have a detrimental effect on the safety of workers, few studies have assessed and predicted workers’ fatigue levels in hot conditions using physiological metrics. Thus, the need for studies focused on developing predictive solutions in this domain. In this study, wearable sensing devices such as electromyography, heart rate, and heart rate variability sensors were used to track the fatigue levels of eight individuals in real time as they performed repetitive tasks in hot conditions (95oF). In addition, participants observed fatigue was captured during the repetitive task using a step-observational approach. Seventeen features were extracted from the physiological data to train machine learning classifiers such as random forest classifiers, support vector machines, and KNN. The model developed from this study has the capacity to predict workers’ perception of fatigue in hot conditions and could be further integrated into wearable devices that will be used by construction workers and professionals to monitor their fatigue levels in real time.
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REFERENCES
Acharya, P., B. Boggess, and K. Zhang. 2018. “Assessing heat stress and health among construction workers in a changing climate: A review.” Int. J. Environ. Res. Public Health, 15 (2). https://doi.org/10.3390/ijerph15020247.
Anwer, S., H. Li, M. F. Antwi-Afari, W. Umer, and A. Y. L. Wong. 2020. “Cardiorespiratory and thermoregulatory parameters are good surrogates for measuring physical fatigue during a simulated construction task.” Int. J. Environ. Res. Public Health, 17 (15): 1–12. https://doi.org/10.3390/ijerph17155418.
Aryal, A., A. Ghahramani, and B. Becerik-Gerber. 2017. “Monitoring fatigue in construction workers using physiological measurements.” Autom. Constr., 82: 154–165. Elsevier B.V. https://doi.org/10.1016/j.autcon.2017.03.003.
Chan, A. P. C., W. Yi, D. W. M. Chan, and D. P. Wong. 2013. “Using the Thermal Work Limit as an Environmental Determinant of Heat Stress for Construction Workers.” J. Manag. Eng., 29 (4): 414–423. https://doi.org/10.1061/(asce)me.1943-5479.0000162.
Chiaradia, D., L. Tiseni, M. Xiloyannis, M. Solazzi, L. Masia, and A. Frisoli. 2021. “An Assistive Soft Wrist Exosuit for Flexion Movements With an Ergonomic Reinforced Glove.” Front. Robot. AI, 7 (January): 1–14. https://doi.org/10.3389/frobt.2020.595862.
Girard, O., and S. Racinais. 2014. “Combining heat stress and moderate hypoxia reduces cycling time to exhaustion without modifying neuromuscular fatigue characteristics.” Eur. J. Appl. Physiol., 114 (7): 1521–1532. https://doi.org/10.1007/s00421-014-2883-0.
Gong, J., C. Gordon, and M. Azambuja. 2012. “A Conceptual Framework for Assessing Climate-Related Heat Effects on Craft Time Utilization in the Construction Industry.” Integr. Sustain. Pract. Constr. Ind., 46–50.
Gubernot, D. M., G. B. Anderson, and K. L. Hunting. 2015. “Characterizing occupational heat-related mortality in the United States, 2000-2010: An analysis using the census of fatal occupational injuries database.” Am. J. Ind. Med., 58 (2): 203–211. https://doi.org/10.1002/ajim.22381.
Guo, H., Y. Yu, T. Xiang, H. Li, and D. Zhang. 2017. “The availability of wearable-device-based physical data for the measurement of construction workers’ psychological status on site: From the perspective of safety management.” Autom. Constr., 82 (June): 207–217. Elsevier. https://doi.org/10.1016/j.autcon.2017.06.001.
Hsu, D. J., Y. M. Sun, K. H. Chuang, Y. J. Juang, and F. L. Chang. 2008. “Effect of elevation change on work fatigue and physiological symptoms for high-rise building construction workers.” Saf. Sci., 46 (5): 833–843. https://doi.org/10.1016/j.ssci.2007.01.011.
Hwang, S., J. O. Seo, H. Jebelli, and S. H. Lee. 2016. “Feasibility analysis of heart rate monitoring of construction workers using a photoplethysmography (PPG) sensor embedded in a wristband-type activity tracker.” Autom. Constr., 71 (Part 2): 372–381. Elsevier B.V. https://doi.org/10.1016/j.autcon.2016.08.029.
Ibrahim, A., C. Nnaji, M. Namian, A. Koh, and U. Techera. 2023. “Investigating the impact of physical fatigue on construction workers’ situational awareness.” Saf. Sci., 163 (March): 106103. Elsevier Ltd. https://doi.org/10.1016/j.ssci.2023.106103.
Lee, W., K. Y. Lin, E. Seto, and G. C. Migliaccio. 2017. “Wearable sensors for monitoring on-duty and off-duty worker physiological status and activities in construction.” Autom. Constr., 83 (June): 341–353. Elsevier. https://doi.org/10.1016/j.autcon.2017.06.012.
Oppermann, E., T. Kjellstrom, B. Lemke, M. Otto, and J. K. W. Lee. 2021. “Establishing intensifying chronic exposure to extreme heat as a slow onset event with implications for health, wellbeing, productivity, society and economy.” Curr. Opin. Environ. Sustain., 50: 225–235. Elsevier B.V. https://doi.org/10.1016/j.cosust.2021.04.006.
Schmitt, L., J. Regnard, M. Desmarets, F. Mauny, L. Mourot, J. P. Fouillot, N. Coulmy, and G. Millet. 2013. “Fatigue Shifts and Scatters Heart Rate Variability in Elite Endurance Athletes.” PLoS One, 8 (8). https://doi.org/10.1371/journal.pone.0071588.
Schneider, S. P. 2001. “Musculoskeletal injuries in construction: A review of the literature.” Appl. Occup. Environ. Hyg., 16 (11): 1056–1064. https://doi.org/10.1080/104732201753214161.
Techera, U., M. Hallowell, and R. Littlejohn. 2019. “Worker Fatigue in Electrical-Transmission and Distribution-Line Construction.” J. Constr. Eng. Manag., 145 (1): 1–9. https://doi.org/10.1061/(asce)co.1943-7862.0001580.
Umer, W., H. Li, Y. Yantao, M. F. Antwi-Afari, S. Anwer, and X. Luo. 2020. “Physical exertion modeling for construction tasks using combined cardiorespiratory and thermoregulatory measures.” Autom. Constr., 112 (December 2019): 103079. Elsevier. https://doi.org/10.1016/j.autcon.2020.103079.
Xu, S., B. Cheng, Z. Huang, and C. Shen. 2022. “An Investigation on the Thermal Environment of Residential Courtyards in the Cold Area of Western Sichuan Plateau.” Buildings, 12 (1). https://doi.org/10.3390/buildings12010049.
Yin, P., L. Yang, C. Wang, and S. Qu. 2019. “Effects of wearable power assist device on low back fatigue during repetitive lifting tasks.” Clin. Biomech., 70 (September 2018): 59–65. Elsevier. https://doi.org/10.1016/j.clinbiomech.2019.07.023.
Zhang, M., E. H. Sparer, L. A. Murphy, J. T. Dennerlein, D. Fang, J. N. Katz, and A. J. Caban-Martinez. 2015. “Development and validation of a fatigue assessment scale for U.S. construction workers.” Am. J. Ind. Med., 58 (2): 220–228. https://doi.org/10.1002/ajim.22411.
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Published online: Jan 25, 2024
ASCE Technical Topics:
- Artificial intelligence and machine learning
- Business management
- Computer programming
- Computing in civil engineering
- Construction engineering
- Construction industry
- Construction management
- Employment
- Engineering fundamentals
- Fatigue (material)
- Labor
- Material mechanics
- Material properties
- Materials engineering
- Measurement (by type)
- Metric systems
- Occupational safety
- Personnel management
- Practice and Profession
- Project management
- Public administration
- Public health and safety
- Safety
- Temperature effects
- Temperature measurement
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