Skip to main content
Log in

Wet-bulb globe temperature index estimation using meteorological data from São Paulo State, Brazil

  • Original Paper
  • Published:
International Journal of Biometeorology Aims and scope Submit manuscript

Abstract

It is well known that excessive heat exposure causes heat disorders and can lead to death in some situations. Evaluation of heat stress on workers performing indoor and outdoor activities is, nowadays, conducted worldwide by wet-bulb globe temperature (WBGT) index, which calculation parameters are dry-bulb, natural wet-bulb, and globe temperatures, which must be measured at the same time and in location where the worker is conducting his/her activities. However, for some activities performed in large outdoor areas such as those of agricultural ones, it is not feasible to measure directly those temperatures in all work periods and locations where there are workers. Taking this into account, this work aims to introduce a WBGT index estimation using atmospheric variables observed by automatic meteorological stations. In order to support our estimation method, we used, as a test-bed, data recorded in the State of São Paulo (SP), Brazil. By adding the cloudiness factor in the calculation through measurement of solar radiation, the algorithm proved to be as efficient as those mentioned in this work. It was found that this method is viable, with WBGT-estimated values obtained from meteorological data measured by stations with a distance of less than 80 km. This estimate can be used for monitoring heat stress in real time as well as to investigate heat-related disorders and agricultural work.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Anties A, Pascal M, Laaidi K, Wagner V, Corso M, Declercq C, Beaudeau P (2012) A simple indicator to rapidly assess the short-term impact of heat wave on mortality within the French heat warning system. Int J Biometeorol. doi:10.1007/ s00484-012-0535-9

    Google Scholar 

  • Australian Bureau of Meteorology (ABM): About the WBGT and apparent temperature indices. Bureau of Meteorology, Commonwealth of Australia, Melbourne, Avaliable at http://www.bom.gov.au/info/thermal_stress/ (Accessed 22 Aug 2013)

  • Basu R, Samet JM (2002) Relation between elevated ambient temperature and mortality: a review of the epidemiologic evidence. Epidemiol Rev 24(1):190–202

    Article  Google Scholar 

  • Bernard TE, Barrow CA (2013) Empirical approach to outdoor WBGT from meteorological data and performance of two different instrument designs. Ind Health 51(1):79–85

    Article  Google Scholar 

  • Bernard TE, Pourmoghani M (1999) Prediction of workplace wet bulb global temperature. Appl Occup Environ Hyg 14(2):126–34

    Article  CAS  Google Scholar 

  • Bitencourt DP, Ruas AC, Maia PA (2012) Análise da contribuição das variáveis meteorológicas no estresse térmico associada a morte de cortadores de cana-de-açúcar. Cadernos de Saúde Pública 28(1):65–74

    Article  Google Scholar 

  • Chung JY, Kim H, Honda Y (2011) Ambient temperature and mortality: an international study in 13 cities of East Asia. Epidemiology 22(1):S21

    Article  Google Scholar 

  • Dash SK, Kjellstrom T (2011) Workplace heat stress in the context of rising temperature in India. Curr Sci 101(4):496–503

    Google Scholar 

  • Dernedde TE, Gilbert D (1991) Prediction of wet-bulb globe temperatures in aluminium smelters. Am Ind Hyg Assoc J 52(3):120–6

    Article  Google Scholar 

  • Dhainaut JF, Claessens YE, Ginsburg C, Riou B (2004) Unprecedented heat-related deaths during the 2003 heat wave in Paris: consequences on emergency departments. Crit Care 8(1):1–2

    Article  Google Scholar 

  • Gaspar AR, Quintela D (2009) Physical modelling of globe and natural wet bulb temperatures to predict WBGT heat stress index in outdoor environments. Int J Biometeorol 53(3):221–30

    Article  Google Scholar 

  • Gasparrini A, Armstrong B (2011) The impact of heat waves on mortality. Epidemiology 22(1):68–73

    Article  Google Scholar 

  • Hunter CH, Minyard CO (2000) Estimating wet bulb globe temperature using standard meteorological measurements. In: 2nd Symposium on Environmental Applications. Boston: American Meteorological Society. p. 9–14

  • Hyatt OM, Lemke B, Kjellstrom T (2010) Regional maps of occupational heat exposure: past, present, and potential future. Global Health Action. 3 doi: 10.3402/gha.v3i0.5715

  • Iqbal M (1983) An introduction to solar radiation. Academic Press, Toronto, p 390

    Google Scholar 

  • Jongsik H, Kim H (2012) Changes in the association between summer temperature and mortality in Seoul, South Korea. Int J Biometeorol. doi:10.1007/s00484-012-0580-4

    Google Scholar 

  • Kjellstrom T, Holmer I, Lemke B (2009) Workplace heat stress, health and productivity - an increasing challenge for low and middle-income countries during climate change. Global Health Action 2 doi: 10.3402/gha.v2i0.2047

  • Kuehn LA, Stubbs RA, Weaver RS (1970) Theory of the globe thermometer. J Appl Physiol 29(5):750–7

    CAS  Google Scholar 

  • Lee DG, Choi YJ, Kim KR, Kalkstein L, Sheridan S (2011) Regional characteristics of heat-related deaths and the application of a heat-health warning system in Korea. Epidemiology 22(1):S180

    Article  Google Scholar 

  • Lemke B, Kjellstrom T (2012) Calculating workplace WBGT from meteorological data: a tool for climate change assessment. Ind Health 50(4):267–78

    Article  Google Scholar 

  • Liljegren JC, Carhart R, Lawday P, Tschopp S, Sharp R (2008) Modeling wet bulb globe temperature using standard meteorological measurements. J Occup Environ Hyg 5(10):645–55

    Article  Google Scholar 

  • Lim YH, Kim H, Hong YC (2012) Variation in mortality of ischemic and hemorrhagic strokes in relation to high temperature. Int J Biometeorol. doi:10.1007/ s00484-012-0542-x

    Google Scholar 

  • Lundgren K, Kuklane K, Gao C, Holmér I (2013) Effects of heat stress on working populations when facing climate change. Ind Health 51(1):3–15

    Article  Google Scholar 

  • Matthew WT, Santee WR, Berglund LG (2001) Solar Load Inputs for Thermal Strain Models and the Solar Radiation Sensitive Components of the WBGT Index. Technical Report TOl-13. Natick, MA, US Army Research Institute of Environmental Medicine. Available at http://www.dtic.mil/dtic/tr/fulltext/u2/a392480.pdf; accessed May 20, 2014

  • Milojevic A, Wilkinson P, Armstrong B, Davis M, Mavrogianni A, Bohnenstengel S, Belcher S (2011) Impact of London’s urban heat island on heat-related mortality. Epidemiology 22(1):S182–3

    Article  Google Scholar 

  • Ministério do Trabalho e Emprego (MTE) - NR-15: Atividades e operações insalubres. Ministério do Trabalho e Emprego, organizador. Avaliable at http://portal.mte.gov.br/legislacao/norma-regulamentadora-n-15-1.htm (Accessed 18 Feb 2013)

  • Monteiro A, Carvalho V, Oliveira T, Souza C (2012) Excess mortality and morbidity during the July 2006 heat wave in Porto, Portugal. Int J Biometeorol. doi:10.1007/ s00484-012-0543-9

    Google Scholar 

  • Moran DS, Pandolf KB, Shapiro Y, Heled Y, Shani Y, Mathew WT, Gonzalez RR (2001) An environmental stress index (ESI) as a substitute for the wet bulb globe temperature (WBGT). J Therm Biol 26(4–5):427–31

    Article  Google Scholar 

  • National Institute for Occupational Safety and Health (NIOSH) - Workplace Safety and Health Topics, HEAT STRESS. Cincinnati, OH: US. Centers of Disease Control and Prevention. Available at http://www.cdc.gov/niosh/topics/heatstress (Accessed 26 Mar 2013)

  • Oke TR (1978) Boundary layer climates, 2nd edn. Methuen & Co, New York, pp 339–90

    Book  Google Scholar 

  • Pascal M, Wagner V, Le Tertre A, Laaidi K, Beaudeau P (2011) Choice of temperature thresholds for the French heat warning system. Epidemiology 22(1):S14

    Article  Google Scholar 

  • Patel T, Mullen SP, Santee WR (2013) Comparison of methods for estimating wet-bulb globe temperature index from standard meteorological measurements. Mil Med 178(8):926–33

    Article  Google Scholar 

  • Rey G, Jougla E, Fouillet A, Pavillon G, Bessemoulin P, Frayssinet P, Clavel J, Hémon D (2007) The impact of major heat waves on all-cause and cause-specific mortality in France from 1971 to 2003. Int Arch Occup Environ Health 80(1):615–26

    Article  Google Scholar 

  • Ruth DW, Chant RE (1976) The relationship of diffuse radiation to total radiation in Canada. Sol Energy 18(2):153–4

    Article  Google Scholar 

  • Sheridan S, Kalkstein L, Kalkstein A, Greene S (2011) Heat-related mortality and heat watch-warning systems in the United States: recent developments. Epidemiology 22(1):S13

    Article  Google Scholar 

  • Spiegel MR, Schiller JJ, Srinivasan AL (2000) Schaum’s outline of probability and statistics. McGraw-Hill, New York

    Google Scholar 

  • Steadman R (1971) Indices of windchill of clothed persons. J Appl Meteorol 10:674–83

    Article  Google Scholar 

  • Tawatsupa B, Lim LLY, Kjellstrom T, Seubsman SA, Sleigh A (2012) Association between occupational heat stress and kidney disease among 37816 workers in the Thai Cohort Study (TCS). J Epidemiol 22(3):251–60

    Article  Google Scholar 

  • Tawatsupa B, Dear K, Kjellstrom T, Sleigh A (2014) The association between temperature and mortality in tropical middle income Thailand from 1999 to 2008. Int J Biometeorol 58:203–15

    Article  Google Scholar 

  • Tonouchi M, Murayama K, Ono M (2006) WBGT forecast for prevention of heat stroke in Japan. In: Sixth Symposium on the Urban Environment. AMS Forum: Managing our Physical and Natural Resources: Successes and Challenges. JP1.1

  • Xiang J, Bi P, Pisaniello D, Hansen A (2014) Climate change and occupational heat problems. Ind Health 52:91–101

    Article  Google Scholar 

  • Yaglou CP, Minard D (1957) Control of heat casualties at military training centers. Am Med Ass Arch Ind Hlth 16(1):302–16

    CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Daniel Pires Bitencourt.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Maia, P.A., Ruas, Á.C. & Bitencourt, D.P. Wet-bulb globe temperature index estimation using meteorological data from São Paulo State, Brazil. Int J Biometeorol 59, 1395–1403 (2015). https://doi.org/10.1007/s00484-014-0949-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00484-014-0949-7

Keywords

Navigation