The DOI matches its Crossref record; 35 of the 35 references it cites were found in a registry or an index.
Calculating Workplace WBGT from Meteorological Data: A Tool for Climate Change Assessment
Open accessAbstract
The WBGT heat stress index has been well tested under a variety of climatic conditions and quantitative links have been established between WBGT and the work-rest cycles needed to prevent heat stress effects at the workplace. While there are more specific methods based on individual physiological measurements to determine heat strain in an individual worker, the WBGT index is used in international and national standards to specify workplace heat stress risks. In order to assess time trends of occupational heat exposure at population level, weather station records or climate modelling are the most widely available data sources. The prescribed method to measure WBGT requires special equipment which is not used at weather stations. We compared published methods to calculate outdoor and indoor WBGT from standard climate data, such as air temperature, dew point temperature, wind speed and solar radiation. Specific criteria for recommending a method were developed and original measurements were used to evaluate the different methods. We recommend the method of Liljegren et al. (2008) for calculating outdoor WBGT and the method by Bernard et al. (1999) for indoor WBGT when estimating climate change impacts on occupational heat stress at a population level.
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“The in-shade or indoor values can also be calculated from routine weather station data using mathematical formulas (2,50,51).”
From Heat, Human Performance, and Occupational Health: A Key Issue for the Assessment of Global Climate Change Impacts (2016) · cites this paper as [50]
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“the impact of air movements on heat stress varies little at speeds above ∼1 m/s (50).”
From Heat, Human Performance, and Occupational Health: A Key Issue for the Assessment of Global Climate Change Impacts (2016) · cites this paper as [50]
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Climate change 2007: the physical science basis
Solomon, S., Qin, D., Manning, M., Marquis, M. C., Averyt, K. B., Tignor, M., Miller, H. L., & Chen, Z. (2007) · Cited by 23,398
(2007) · Medical Entomology and Zoology · Cited by 9,612
Barker, T. J., Bashmakov, I., Bernstein, L., Bogner, J. R., Bosch, P. C., Dave, R., Davidson, O., Fisher, B. S., Grubb, M. J., Gupta, S. K., et al. (2007) · Socio-Environmental Systems Modeling · Cited by 9,160
THE INTERGOVERNMENTAL PANEL ON CLIMATE CHANGE
Shine, K. P. (1990) · Weather · doi:10.1002/j.1477-8696.1990.tb05660.x · Cited by 5,458
American College of Sports Medicine position stand
Otis, C. L. (1997) · Medical Entomology and Zoology · Cited by 4,407
The use of the multi-model ensemble in probabilistic climate projections
Tebaldi, C., & Knutti, R. (2007) · Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2007.2076 · Cited by 1,862
Kjellstrom, T., Holmer, I., & Lemke, B. (2009) · Global Health Action · doi:10.3402/gha.v2i0.2047 · Cited by 802
Self-citationWet-bulb globe temperature (WBGT)—its history and its limitations
Budd, G. M. (2008) · Journal of Science and Medicine in Sport · doi:10.1016/j.jsams.2007.07.003 · Cited by 783
Fiala, D., Lomas, K. J., & Stohrer, M. (2001) · International Journal of Biometeorology · doi:10.1007/s004840100099 · Cited by 754
Simplified clear sky model for direct and diffuse insolation on horizontal surfaces
Bird, R. E., & Hulstrom, R. L. (1981) · doi:10.2172/6510849 · Cited by 597
Research works printed but not linked: 3
- 25) Hardcastle S, Butler K (2008) A comparison of globe, wet and dry temperature and humidity measuring devices available for heat stress assessment. 12th US/North American Mine Ventilation Symposium, Wallace (Ed.).
- 30) Tonouchi M, Murayama K, Ono M (2006) WBGT forecast for prevention of heat stroke in Japan. Sixth Symposium on the Urban Environment. AMS Forum: Managing our Physical and Natural Resources: Successes and Challenges JP1.1.
- 41) Zhang Q, Huang J, Siwei L (2001) Development of Chinese weather data for building energy calculations. Proc. 4th Inter Conf on Indoor Air Quality, Ventilation and Energy Conservation in Buildings. 1211, Changsha, Hunan.
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The Impact of Temperature on Productivity and Labor Supply: Evidence from Indian Manufacturing
Somanathan, E., Somanathan, R., Sudarshan, A., & Tewari, M. (2021) · Journal of Political Economy · doi:10.1086/713733 · Cited by 711
Kjellstrom, T., Briggs, D., Freyberg, C., Lemke, B., Otto, M., & Hyatt, O. (2016) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-032315-021740 · Cited by 617
Self-citationHe, B., Wang, J., Liu, H., & Ulpiani, G. (2020) · Environmental Research · doi:10.1016/j.envres.2020.110584 · Cited by 419
Current and projected regional economic impacts of heatwaves in Europe
García-León, D., Casanueva, A., Standardi, G., Burgstall, A., Flouris, A. D., & Nybo, L. (2021) · Nature Communications · doi:10.1038/s41467-021-26050-z · Cited by 310
Estimating population heat exposure and impacts on working people in conjunction with climate change
Kjellstrom, T., Freyberg, C., Lemke, B., Otto, M., & Briggs, D. (2018) · International Journal of Biometeorology · doi:10.1007/s00484-017-1407-0 · Cited by 276
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Metadata
- Authors
- LEMKE, B., & KJELLSTROM, T.
- Affiliations
- Nelson Marlborough Institute of Technology (NZ)
- Australian National University (AU)
- ORCID
- KJELLSTROM, Tord
- Venue
- Industrial Health
- Published
- 2012
- Volume
- 50
- Issue
- 4
- Pages
- 267-278
- ISSN
- 0019-8366 (ISSN-L)
- 1880-8026
- OpenAlex
- W2131067254
- Cited by
- 394
- References
- 35
- Citations by year
- 2026: 44 · 2025: 50 · 2024: 38 · 2023: 38 · 2022: 40 · 2021: 43 · 2020: 32 · 2019: 27 · 2018: 23 · 2017: 23 · 2016: 11 · 2015: 6 · 2014: 14 · 2013: 5
- FWCI
- 0.86
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Industrial Health (publishedVersion)
- PubMed (publishedVersion)
- ANU Open Research (Australian National University) (submittedVersion)
- Funders
- Commonwealth Scientific and Industrial Research Organisation
- U.S. Air Force
- Topics
- Health Sciences › Medicine › Physiology (medical) › Thermoregulation and physiological responses
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Occupational Health and Safety in Workplaces
- Keywords
- wet bulb globe temperature, heat stress indices, occupational heat stress, climate change impacts, weather station data, air temperature, dew point, solar radiation, wind speed, method comparison
- MeSH terms
- Environment, Humans, Weather, Workplace, Heat Stress Disorders, Mathematical Concepts, Climate Change
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