Predicting Occupational Heat Stress in Critical Sectors: A Sector-Based Systematic Review of Wearable Sensing, IoT Platforms, and Machine Learning Models
DOI:
https://doi.org/10.18196/jrc.v6i5.27377Keywords:
Occupational Heat Stress, Occupational Health, Thermal Comfort, Workplace Safety, Wearable Sensors, IoTAbstract
Occupational heat stress is a growing threat to the health and productivity of workers exposed to extreme environmental conditions. This issue is particularly acute in sectors such as construction, mining, agriculture, and heavy industry, where high heat exposure and physical workload are constant. This systematic review analyzes 96 scientific articles published in recent years, aiming to identify emerging technological systems focused on the prediction, monitoring, and mitigation of occupational heat stress. The main contribution of this study lies in the cross-sectoral categorization of recent solutions, providing a comparative framework that highlights knowledge gaps, methodological limitations, and opportunities for innovation. Following PRISMA guidelines, data were extracted on sensor type, predictive models, validation environments, and the sector of application. Technologies were classified into five main categories: wearable sensors, IoT-based monitoring platforms, hybrid thermal indices, predictive models based on environmental and physiological inputs, and decision-support tools. The results reveal a strong presence of wearable systems. Adoption is further constrained by socio-technical barriers such as worker compliance, PPE burden, costs, data privacy, and interoperability gaps. However, only a small fraction of studies conducted in-field validation under real thermal stress conditions, and even fewer included longitudinal ergonomic trials, limiting generalizability, with additional concerns about heterogeneous outcome measures and inconsistent definitions of heat stress across studies. A sectoral imbalance is also observed, with construction and industrial environments receiving more research attention than mining, agriculture, and indoor workplaces. In conclusion, we propose a practical roadmap for the adoption of standardized data schemas and protocols, field trials across complete work cycles, privacy-preserving analytics (federated learning), and integration of ergonomic and organizational controls. In highly humid or high radiation settings, complementing or replacing WBGT with hybrid indices (UTCI) can improve risk estimation and enable more actionable work rest and hydration alerts.
References
B. F. Dehaghi, M. Amini, H. A. Rangkooy, and L. I. Ghavamabadi, "Estimation of farmworkers’ exposure to heat extremes in upcoming years in the southern part of Iran," Air Quality, Atmosphere & Health, vol. 15, no. 8, pp. 1489-1495, Apr. 2022.
M. M. Sugg et al., "Individually experienced heat index in a coastal Southeastern US city among an occupationally exposed population," International Journal of Biometeorology, vol. 66, no. 8, pp. 1665-1681, 2022.
H. Kim et al., "Outdoor worker stress monitoring electronics with nanofabric radiative cooler-based thermal management," Advanced Healthcare Materials, vol. 12, no. 28, p. 2301104, Aug. 2023.
A. U. Abidin, A. L. Munawaroh, A. Rosinta, and A. T. Sulistiyani, "Heat Stress in landfill environments: Evaluating worker exposure and occupational risks," Case Studies in Chemical and Environmental Engineering, vol. 11, p. 101097, Jun. 2025.
H. Z. ul Hassan, A. Wang, and G. Mohi-ud-din, "A wireless sensor network for coal mine safety powered by modified localization algorithm," Heliyon, vol. 11, no. 1, Dec. 2024.
T. Shimazaki, D. Anzai, K. Watanabe, A. Nakajima, M. Fukuda, and S. Ata, "Heat stroke prevention in a hot specific occupational environment enhanced by supervised machine learning with personalized vital signs," Sensors, vol. 22, no. 1, p. 395, 2022.
À. Aduna-Sánchez, A. Correcher, D. Alfonso-Solar, and C. Vargas-Salgado, "Measuring heat stress for human health in cities: A low-cost prototype tested in a district of Valencia, Spain," Sensors, vol. 23, no. 22, p. 9285, 2023.
Y. S. Kim et al., "Soft wireless bioelectronics designed for real-time, continuous health monitoring of farmworkers," Advanced Healthcare Materials, vol. 11, no. 13, p. e2200170, 2022.
C. G. Vázquez, M. Fujs, M. F. Koller, P. Wolf, and G. Da Poian, "Beat the heat: Wearable-based study of perceived heat stress and physiological strain in Swiss track workers in a controlled climate chamber," Physiological Measurement, vol. 45, no. 12, 2024.
T. Isaac, S. Ranjith, P. K. Latha, R. Shanmugam, and V. Venugopal, "Physiological strain in outdoor workers: The hidden danger of high humidity," Environmental Research, vol. 276, p. 121495, 2025.
K. K. Sarker et al., "Sensor-driven automated shed and irrigation for summer tomato (Solanum lycopersicum L.) production in Bangladesh under the changing climate," Results in Engineering, vol. 15, p. 104993, Apr. 2025.
A. J. E. Bach et al., "Practical cooling interventions for preventing heat strain in indoor factory workers in Thailand," American Journal of Industrial Medicine, vol. 67, no. 6, pp. 556-561, 2024.
I. M. Nurhartonosuro et al., "Predictive model for heat stress-related symptoms among steel mill workers in East Java, Indonesia," Malaysian Journal of Medicine and Health Sciences, vol. 19, 2023.
R. Dwivedi et al., "Granite porosity prediction under varied thermal conditions using machine learning models," Earth Science Informatics, vol. 18, no. 2, Jan. 2025.
K. Kato et al., "Evaluating heat stress in occupational settings with no established safety standards using collective data from wearable biosensors," Sensors, no. 6, p. 1832, 2025.
Z. E. Petropoulos et al., "Heat stress and heat strain among outdoor workers in El Salvador and Nicaragua," Journal of Exposure Science & Environmental Epidemiology, vol. 33, no. 4, pp. 622-630. Apr. 2023.
C. Farnham, J. Yuan, and K. Emura, "Evaluation of the cooling effect of an outdoor misting fan for workers in hot environments wearing personal protective equipment (PPE)," Clean Technologies, vol. 7, no. 1, p. 9, 2025.
R. Wibowo et al., "Effects of heat and personal protective equipment on thermal strain in healthcare workers: Part B - application of wearable sensors to observe heat strain among healthcare workers under controlled conditions," International Archives of Occupational and Environmental Health, vol. 97, no. 1, pp. 35-43, 2024.
M.-Y. Cheng, Q.-T. Vu, and R.-K. Teng, "Real-time risk assessment of multi-parameter induced fall accidents at construction sites," Automation in Construction, vol. 162, p. 105409, Jun. 2024.
R. Ding et al., "Effectiveness of a multifaceted intervention (TEMP) for prevention of occupational heat-related illness among outdoor workers in the power grid industry: A cluster randomized controlled trial," Environ. Health Perspect., vol. 133, no. 1, p. 17001, 2025.
Y. Gautam and H. Jebelli, "Autoencoder-based Photoplethysmography (PPG) signal reliability enhancement in construction health monitoring," Autom. Constr, vol. 165, p. 105537, Sep. 2024.
F. H. Ridwan, S. M. Anua, B. S. Aji, R. Nurdin, M. H. Rizky, and M. Tejamaya, "Assessment of occupational heat stress in a selected Indonesian steel mill," International Journal of Occupational Safety and Health (IJOSH), vol. 12, no. 2, pp. 292-303, Aug. 2023.
S. A. Lewandowski and J. L. Shaman, "Heat stress morbidity among US military personnel: Daily exposure and lagged response (1998-2019)," International Journal of Biometeorology, vol. 66, no. 6, pp. 1199-1208, 2022.
M. A. Idris, C. Markham, K. D. Mena, and W. B. Perkison, "Examining management and employees’ perceptions of occupational heat exposure and the effectiveness of a heat stress prevention intervention on safety and well-being among natural gas construction workers: A qualitative field-based study," International Journal of Environmental Research and Public Health, vol. 21, no. 9, p. 1255, 2024.
S. Karthick, S. Kermanshachi, and A. Pamidimukkala, "Analysis of the health and safety challenges faced by construction workers in extreme hot weather conditions," Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, vol. 15, no. 1, Feb. 2023.
G. Ionita et al., "Development of a prototype observatory of heat-related occupational illnesses and injuries through the collection of information from the Italian press, as part of the WORKLIMATE project," International Journal of Environmental Research and Public Health, vol. 20, no. 5, p. 4530, 2023.
M. Sharma, N. M. Suri, S. Kant, and M. S. Alam, "Analyzing environmental heat stress under changing work conditions: A sensor-based monitoring solution," Human Factors and Ergonomics in Manufacturing & Service Industries, vol. 32, no. 5, pp. 389-405, Jun. 2022.
J. M. Flintoff et al., "Predictive biomarkers of performance under stress: A two-phase study protocol to develop a wearable monitoring system," BMJ Open Sport & Exercise Medicine, vol. 11, no. 1, p. e002410, 2025.
L. G. Ioannou et al., "Migrants from low-income countries have higher heat-health risk profiles compared to native workers in agriculture," J. Immigr. Minor. Health, vol. 25, no. 4, pp. 816-823, 2023.
A. Delgado, R. Condori, M. Hernández, E. Lee Huamani, and L. Andrade-Arenas, "Artificial intelligence model based on grey clustering to assess quality of industrial hygiene: A case study in Peru," Computation, vol. 11, no. 3, p. 51, 2023.
F. K. O'Connor, R. D. Meade, S. R. Notley, L. G. Ioannou, A. D. Flouris, and G. P. Kenny, "Agreement between measured and self-reported physiological strain in males and females during simulated occupational heat stress," American Journal of Industrial Medicine, vol. 67, no. 5, pp. 466-473, 2024.
L. Shang et al., "Time and environmental conditions for heat stress recovery based on human physiological responses: Developing a predictive model," Building and Environment, vol. 267, p. 112228, Oct. 2024.
B. Angol, S. Sousan, and J. A. G. Balanay, "Comparison between WBGT app prototype and WBGT monitor to assess heat stress risk in an eastern North Carolina outdoor setting," Journal of Occupational and Environmental Hygiene, vol. 22, no. 4, pp. 274-287, 2025.
Y. Shin et al., "Impact of heat stress on individual cognitive states: Utilizing EEG metrics in immersive VR-based construction safety training," J. Manag. Eng, vol. 40, no. 6, Nov. 2024.
R. Kawakami et al., "Cooler break areas: Reducing heat stress among construction workers in Japan," Building and Environment, vol. 262, p. 111821, Aug. 2024.
D. P. Bitencourt, P. A. Maia, Á. C. Ruas, and I. d. Â. d. Cunha, "Outdoor work: past, present, and future on occupational heat exposure," Revista Brasileira de Saúde Ocupacional, vol. 48, 2023.
V. How, S. Singh, T. Dang, L. F. Lee, and H. R. Guo, "The effects of heat exposure on tropical farm workers in Malaysia: six-month physiological health monitoring," International Journal of Environmental Health Research, vol. 33, no. 4, pp. 413-429, 2023.
G. Maroli et al., "Wearable, battery-free, wireless multiplexed printed sensors for heat stroke prevention with mussel-inspired bio-adhesive membranes," Biosens. Bioelectron., vol. 260, p. 116421, 2024.
D. B. Prasetio, Y. Setyaningsih, Suhartono, and Suroto, "Individual, habits, and work environment factors associated with blood lactic acid levels in roof tile manufacturing workers," Malaysian Journal of Public Health Medicine, vol. 23, no. 1, pp. 253-260, 2023.
D. Kwaro et al., "Acceptability and feasibility of research-grade wearables for monitoring heat stress in Kenyan farmers," NPJ Digital Medicine, vol. 8, no. 1, p. 255, 2025.
N. López-Gálvez, R. Wagoner, R. A. Canales, K. Ernst, J. L. Burgess, J. de Zapien, C. Rosales, and P. Beamer, "Longitudinal assessment of kidney function in migrant farm workers," Environmental Research, vol. 202, p. 111686, 2021.
W. Yi and A. P. C. Chan, "Effects of heat stress on construction labor productivity in Hong Kong: A case study of rebar workers," International Journal of Environmental Research and Public Health, vol. 14, no. 9, p. 1055, 2017.
M. Sharma, S. Alam, N. M. Suri, and S. Kant, "Occupational heat stress under high-heat furnace work environments - a comprehensive review on developing countries," Journal of Thermal Engineering, vol. 7, no. 14, pp. 2068-2092, Dec. 2021.
C. K. Uejio et al., "Occupational heat exposure among municipal workers," International Archives of Occupational and Environmental Health, vol. 91, no. 6, pp. 705-715, Jun. 2018.
A. Bello, Y. Xue, R. Gore, S. Woskie, and D. Bello, "Exposures and urinary biomonitoring of aliphatic isocyanates in construction metal structure coating," International Journal of Hygiene and Environmental Health, vol. 226, p. 113495, 2020.
E. Austin, E. Kasner, E. Seto, and J. Spector, "Combined burden of heat and particulate matter air quality in WA agriculture," Journal of Agromedicine, vol. 26, no. 1, pp. 18-27, 2021.
S. Shakerian et al., "Assessing occupational risk of heat stress at construction: A worker-centric wearable sensor-based approach," Safety Science, vol. 142, p. 105395, Oct. 2021.
D. P. Bitencourt, P. A. Maia, and R. C. Roscani, "The heat exposure risk to outdoor workers in Brazil," Archives of Environmental & Occupational Health, vol. 75, no. 5, pp. 281-288, 2020.
A. C. Kulkarni and K. Srinivasan, "Evaluation of heat stress in construction site of the metro rail in Chennai," Indian J. Occup. Environ. Med, vol. 22, no. 2, pp. 101-105, 2018.
F. R. d'Ambrosio Alfano et al., "Heat stress assessment in artistic glass units," Industrial Health, vol. 56, no. 2, pp. 171-184, 2018.
S. M. Spook, W. Koolhaas, U. Bültmann, and S. Brouwer, "Implementing sensor technology applications for workplace health promotion: A needs assessment among workers with physically demanding work," BMC Public Health, vol. 19, no. 1, p. 1100, 2019.
N. Beck, J. A. G. Balanay, and T. Johnson, "Assessment of occupational exposure to heat stress and solar ultraviolet radiation among groundskeepers in an eastern North Carolina university setting," Journal of Occupational and Environmental Hygiene, vol. 15, no. 2, pp. 105-116, 2018.
G. Legault, A. Clement, G. P. Kenny, S. Hardcastle, and N. Keller, "Cognitive consequences of sleep deprivation, shiftwork, and heat exposure for underground miners," Applied Ergonomics, vol. 58, pp. 144-150, 2017.
I. Vasmatzidis, R. E. Schlegel, and P. A. Hancock, "An investigation of heat stress effects on time-sharing performance," Ergonomics, vol. 45, no. 3, pp. 218-239, 2002.
T. D. Gibbons et al., "Global REACH 2018: The influence of acute and chronic hypoxia on cerebral haemodynamics and related functional outcomes during cold and heat stress," The Journal of Physiology, vol. 598, no. 2, pp. 265-284, 2020.
B. N. Dang and C. H. Dowell, "Factors associated with heat strain among workers at an aluminum smelter in Texas," Journal of Occupational and Environmental Medicine, vol. 56, no. 3, pp. 313-318, 2014.
A. Mani, M. Rao, K. James, and A. Bhattacharya, "Individualized prediction of heat stress in firefighters: A data-driven approach using classification and regression trees," Journal of Occupational and Environmental Hygiene, vol. 12, no. 12, pp. 845-854, 2015.
O. Giahi, E. Darvishi, M. Aliabadi, and J. Khoubi, "The efficacy of radiant heat controls on workers' heat stress around the blast furnace of a steel industry," Work, vol. 53, no. 2, pp. 293-298, 2015.
D. Tharr, "Case studies: A heat stress assessment at a Portland cement manufacturer," Applied Occupational and Environmental Hygiene, vol. 7, no. 7, pp. 415-417, 1992.
P. Pancardo, F. D. Acosta, J. A. Hernández-Nolasco, M. A. Wister, and D. López-de-Ipiña, "Real-time personalized monitoring to estimate occupational heat stress in ambient assisted working," Sensors, vol. 15, no. 7, pp. 16956-16980, 2015.
D. Tharr, "Case studies: Personal heat stress monitoring," Appl. Occup. Environ. Hyg, vol. 7, no. 9, pp. 567-571, 1992.
M. J. Bird, D. L. MacIntosh, and P. L. Williams, "Occupational exposures during routine activities in coal-fueled power plants," Journal of Occupational and Environmental Hygiene, vol. 1, no. 6, pp. 403-413, 2004.
D. J. Brake and G. P. Bates, "Fatigue in industrial workers under thermal stress on extended shift lengths," Occupational Medicine, vol. 51, no. 7, pp. 456-463, 2001.
M. C. Bernhard, S. T. Kent, M. E. Sloan, M. B. Evans, L. A. McClure, and J. M. Gohlke, "Measuring personal heat exposure in an urban and rural environment," Environmental Research, vol. 137, pp. 410-418, 2015.
A. P. Chan and Y. Yang, "Practical on-site measurement of heat strain with the use of a perceptual strain index," Int. Arch. Occup. Environ. Health, vol. 89, no. 2, pp. 299-306, 2016.
H. O. Ahmed, J. A. Bindekhain, M. I. Alshuweihi, M. A. Yunis, and N. R. Matar, "Assessment of thermal exposure level among construction workers in UAE using WBGT, HSI, and TWL indices," Industrial Health, vol. 58, no. 2, pp. 170-181, 2020.
A. Ryan and D. S. Euler, "Heat stress management in underground mines," International Journal of Mining Science and Technology, vol. 27, no. 4, pp. 651-655, Jul. 2017.
S. Chowdhury, Y. Hamada, and K. S. Ahmed, "Prediction and comparison of monthly indoor heat stress (WBGT and PHS) for RMG production spaces in Dhaka, Bangladesh," Sustainable Cities and Society, vol. 29, pp. 41-57, Feb. 2017.
M. Morabito et al., "An occupational heat-health warning system for Europe: The HEAT-SHIELD platform," International Journal of Environmental Research and Public Health, vol. 16, no. 16, p. 2890, 2019.
J. Park and J. Kim, "Defining heatwave thresholds using an inductive machine learning approach," PLOS ONE, vol. 13, no. 11, p. e0206872, 2018.
S. Wang et al., "Estimating occupational heat exposure from personal sampling of public works employees in Birmingham, Alabama," J. Occup. Environ. Med., vol. 61, no. 6, pp. 518-524, 2019.
E. R. Watkins et al., "A new occupational heat tolerance test: A feasibility study," J. Therm. Biol., vol. 78, pp. 42-50, 2018.
P. Kumar, R. L. Eriksen, I. Simko, and B. Mou, "Molecular mapping of water-stress responsive genomic loci in lettuce (Lactuca spp.) using kinetics chlorophyll fluorescence, hyperspectral imaging and machine learning," Front. Genet., vol. 12, p. 634554, 2021.
D. Shindell et al., "Temporal and spatial distribution of health, labor, and crop benefits of climate change mitigation in the United States," Proc. Natl. Acad. Sci. U.S.A., vol. 118, no. 46, p. e2104061118, 2021.
K. K. Zander, S. A. Moss, and S. T. Garnett, "Drivers of self-reported heat stress in the Australian labour force," Environ. Res., vol. 152, pp. 272-279, 2017.
X. P. Garzón-Villalba, Y. Wu, C. D. Ashley, and T. E. Bernard, "Ability to discriminate between sustainable and unsustainable heat stress exposures Part 1: WBGT exposure limits," Ann. Work Expo. Health, vol. 61, no. 6, pp. 611-620, 2017.
H. Togo and A. Hirata, "Novel health risk alert system for occupational safety in hot environments," IEEE Pulse, vol. 12, no. 4, pp. 24-27, 2021.
R. Gun, "Deaths in Australia from work-related heat stress, 2000-2015," Int. J. Environ. Res. Public Health, vol. 16, no. 19, p. 3601, 2019.
K. Yeoman et al., "Patterns of heat strain among a sample of US underground miners," J. Occup. Environ. Med., vol. 61, no. 3, pp. 212-218, 2019.
J. Majumder, B. S. Bagepally, P. Shah, S. Kotadiya, S. Yadav, and N. Naha, "Comparison of workers’ perceptions toward work climate and health symptoms between ceramic and iron foundry workers," Indian J. Occup. Environ. Med., vol. 20, no. 1, pp. 48-53, 2016.
T. M. Seeberg, A.-S. B. Vardøy, M. M. V. Taklo, and H. O. Austad, "Decision support for subjects exposed to heat stress," IEEE J. Biomed. Health Inform., vol. 17, no. 2, pp. 402-410, Mar. 2013, doi: 10.1109/JBHI.2013.2245141.
S. Mortazavi, M. Maracy, H. Dehghan, M. Jafari, and M. Jahangiri, "The evaluation of heat stress through monitoring environmental factors and physiological responses in melting and casting industries workers," Int. J. Environ. Health Eng., vol. 1, no. 1, p. 21, 2012.
O. Delgado Cortez, "Heat stress assessment among workers in a Nicaraguan sugarcane farm," Glob. Health Action, vol. 2, 2009, Art. no. 2069.
H.-C. Gunga, M. Sandsund, R. E. Reinertsen, F. Sattler, and J. Koch, "A non-invasive device to continuously determine heat strain in humans," J. Therm. Biol., vol. 33, no. 5, pp. 297-307, Jul. 2008.
M. Jehn et al., "Tele-monitoring reduces exacerbation of COPD in the context of climate change—a randomized controlled trial," Environ. Health, vol. 12, p. 99, 2013.
T. M. Shockey, K. R. Babik, S. J. Wurzelbacher, L. L. Moore, and M. S. Bisesi, "Occupational exposure monitoring data collection, storage, and use among state-based and private workers’ compensation insurers," J. Occup. Environ. Hyg., vol. 15, no. 6, pp. 502-509, Mar. 2018.
T. C. Hower and K. D. Blehm, "Infrared thermometry in the measurement of heat stress in firefighters wearing protective clothing," Appl. Occup. Environ. Hyg., vol. 5, no. 11, pp. 782-786, 1990.
A. M. Zakaria, K. H. Noweir, and G. El-Maghrabi, "Evaluation of occupational hazards in foundries," J. Egypt. Public Health Assoc., vol. 80, no. 3-4, pp. 433-462, 2005.
M. L. Chen, C. J. Chen, W. Y. Yeh, J. W. Huang, and I. F. Mao, "Heat stress evaluation and worker fatigue in a steel plant," AIHA J., vol. 64, no. 3, pp. 352-359, 2003.
T. Kakamu et al., "Heat-related illness risk and associated personal and environmental factors of construction workers during work in summer," Sci. Rep., vol. 11, no. 1, p. 1119, 2021.
R. Edirisinghe and L. Gunathilake, “IoT-based smart vest for heat stress management in construction,” Int. J. Constr. Manag., pp. 1-13, 2025, doi: 10.1080/15623599.2025.2504550
L. Krisher et al., “Heat exposure, heat strain, and off-work recovery of Guatemalan sugarcane workers,” Am. J. Physiol. Regul. Integr. Comp. Physiol., vol. 328, no. 6, Apr. 2025.
Y. C. Yang, M. C. Wei, and S. J. Hong, “Evaluation of occupation hot exposure in industrial workplaces in a subtropical country,” Int. J. Occup. Med. Environ. Health, vol. 30, no. 3, pp. 379-395, 2017, doi: 10.13075/ijomeh.1896.00761.
V. M. Pacheco, R. V. d. Sousa, A. V. d. S. Rodrigues, E. J. d. S. Sardinha, and L. S. Martello, “Thermal imaging combined with predictive machine learning based model for the development of thermal stress level classifiers,” Livest. Sci., vol. 241, p. 104244, Nov. 2020, doi: 10.1016/j.livsci.2020.104244.
M. Sharma, N. M. Suri, and S. Kant, “Analyzing occupational heat stress using sensor-based monitoring: a wearable approach with environmental ergonomics perspective,” Int. J. Environ. Sci. Technol., vol. 19, no. 11, pp. 11421-11434, 2022, doi: 10.1007/s13762-021-03862-6.
M. Sulzer, A. Christen, and A. Matzarakis, “A Low-Cost Sensor Network for Real-Time Thermal Stress Monitoring and Communication in Occupational Contexts,” Sensors, vol. 22, no. 5, p. 1828, 2022, doi: 10.3390/s22051828.
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