journal article Open Access Sep 21, 2021

Performances of Limited Area Models for the WORKLIMATE Heat–Health Warning System to Protect Worker’s Health and Productivity in Italy

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Abstract
Outdoor workers are particularly exposed to climate conditions, and in particular, the increase of environmental temperature directly affects their health and productivity. For these reasons, in recent years, heat-health warning systems have been developed for workers generally using heat stress indicators obtained by the combination of meteorological parameters to describe the thermal stress induced by the outdoor environment on the human body. There are several studies on the verification of the parameters predicted by meteorological models, but very few relating to the validation of heat stress indicators. This study aims to verify the performance of two limited area models, with different spatial resolution, potentially applicable in the occupational heat health warning system developed within the WORKLIMATE project for the Italian territory. A comparison between the Wet Bulb Globe Temperature predicted by the models and that obtained by data from 28 weather stations was carried out over about three summer seasons in different daily time slots, using the most common skill of performance. The two meteorological models were overall comparable for much of the Italian explored territory, while major limits have emerged in areas with complex topography. This study demonstrated the applicability of limited area models in occupational heat health warning systems.
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References
66
[1]
Messeri, A., Morabito, M., Messeri, G., Brandani, G., Petralli, M., Natali, F., Grifoni, D., Crisci, A., Gensini, G., and Orlandini, S. (2015). Weather-Related Flood and Landslide Damage: A Risk Index for Italian Regions. PLoS ONE, 10. 10.1371/journal.pone.0144468
[2]
Morabito, M., Crisci, A., Messeri, A., Messeri, G., Betti, G., Orlandini, S., Raschi, A., and Maracchi, G. (2017). Increasing Heatwave Hazards in the Southeastern European Union Capitals. Atmosphere, 8. 10.3390/atmos8070115
[3]
Kjellstrom, T., Maıtre, N., Saget, C., Otto, M., and Karimova, T. (2019). Working on a Warmer Planet: The Effect of Heat Stress on Productivity and Decent Work, Report of the International Labour Office (ILO). Available online: https://www.ilo.org/global/publications/books/WCMS_711919/lang–en/index.htm.
[4]
Moda, H.M., Filho, W.L., and Minhas, A. (2019). Moda Impacts of Climate Change on Outdoor Workers and their Safety: Some Research Priorities. Int. J. Environ. Res. Public Health, 16. 10.3390/ijerph16183458
[5]
Jacklitsch, B., Williams, W.J., Musolin, K., Coca, A., Kim, J.-H., and Turner, N. (2021, July 28). NIOSH Criteria for a Recommended Standard: Occupational Exposure to Heat and Hot Environments, Available online: https://www.cdc.gov/niosh/docs/2016-106/pdfs/2016-106.pdf?id=10.26616/NIOSHPUB2016106.
[6]
Gun, R. (2019). Deaths in Australia from Work-Related Heat Stress, 2000–2015. Int. J. Environ. Res. Public Health, 16. 10.3390/ijerph16193601
[7]
Extreme heat and occupational injuries in different climate zones: A systematic review and meta-analysis of epidemiological evidence

Syeda Hira Fatima, Paul Rothmore, Lynne C. Giles et al.

Environment International 2021 10.1016/j.envint.2021.106384
[8]
Smargiassi "Effect of summer outdoor temperatures on work-related injuries in Quebec (Canada)" Occup. Environ. Med. (2015) 10.1136/oemed-2014-102428
[9]
Wellenius "Evaluation of the Impact of Ambient Temperatures on Occupational Injuries in Spain" Environ. Health Perspect. (2018) 10.1289/ehp2590
[10]
Schermann "Probability of Heat Intolerance: Standardized Interpretation of Heat-Tolerance Testing Results Versus Specialist Judgment" J. Athl. Train. (2018) 10.4085/1062-6050-519-16
[11]
Manfredini "Heat Stress and Cardiovascular Mortality in Immigrant Workers: Can We Do Something More?" Cardiology (2019) 10.1159/000501261
[12]
Messeri, A., Morabito, M., Bonafede, M., Bugani, M., Levi, M., Baldasseroni, A., Binazzi, A., Gozzini, B., Orlandini, S., and Nybo, L. (2019). Heat Stress Perception among Native and Migrant Workers in Italian Industries-Case Studies from the Construction and Agricultural Sectors. Int. J. Environ. Res. Public Health, 16. 10.3390/ijerph16071090
[13]
Casanueva, A., Burgstall, A., Kotlarski, S., Messeri, A., Morabito, M., Flouris, A.D., Nybo, L., Spirig, C., and Schwierz, C. (2019). Overview of Existing Heat-Health Warning Systems in Europe. Int. J. Environ. Res. Public Health, 16. 10.3390/ijerph16152657
[14]
Yi "Development of an early-warning system for site work in hot and humid environments: A case study" Autom. Constr. (2016) 10.1016/j.autcon.2015.11.003
[15]
Morabito, M., Messeri, A., Noti, P., Casanueva, A., Crisci, A., Kotlarski, S., Orlandini, S., Schwierz, C., Spirig, C., and Kingma, B.R. (2019). An Occupational Heat–Health Warning System for Europe: The HEAT-SHIELD Platform. Int. J. Environ. Res. Public Health, 16. 10.3390/ijerph16162890
[16]
ISO 7243 (2017). Ergonomics of the Thermal Environment—Assessment of Heat Stress Using the WBGT (Wet Bulb Globe Temperature) Index, International Organization for Standardization. [3rd ed.]. ISO/TC 159/SC 5 Ergonomics of the Physical Environment.
[17]
ISO 7933 (2017). Ergonomics of the Thermal Environment. Analytical Determination and Interpretation of Heat Stress using Calculation of the Predicted Heat Strain, International Organization for Standardization. ISO/TC 159/SC 5 Ergonomics of the physical environment.
[18]
Minard "Prevention of heat casualties" JAMA (1957) 10.1001/jama.1957.02980320043010
[19]
Parson, K.C. (2003). Human Thermal Environment: The Effects of Hot, Moderate and Cold Temperatures on Human Health, Comfort and Performance, Taylor & Francis. [2nd ed.].
[20]
Gao "Occupational heat stress assessment and protective strategies in the context of climate change" Int. J. Biometeorol. (2017) 10.1007/s00484-017-1352-y
[21]
Casati "Forecast verification: Current status and future directions" Meteorol. Appl. (2008) 10.1002/met.52
[22]
Ford "Evaluation of heat wave forecasts seamlessly across subseasonal timescales" NPJ Clim. Atmos. Sci. (2018) 10.1038/s41612-018-0027-7
[23]
Estrela "Verification of the RAMS-based operational weather forecast system in the Valencia Region: A seasonal comparison" Nat. Hazards (2014)
[24]
Ferretti "Verification of high-resolution real-time forecasts over the Alpine region during the MAP SOP" Q. J. R. Meteorol. Soc. (2003) 10.1256/qj.02.41
[25]
Roeger "Verification of Mesoscale Numerical Weather Forecasts in Mountainous Terrain for Application to Avalanche Prediction" Weather. Forecast. (2003) 10.1175/1520-0434(2003)018<1140:vomnwf>2.0.co;2
[26]
Kirshbaum "Verification of 24-h Quantitative Precipitation Forecasts over the Pacific Northwest from a High-Resolution Ensemble Kalman Filter System" Weather. Forecast. (2017) 10.1175/waf-d-16-0180.1
[27]
Pappenberger "Global forecasting of thermal health hazards: The skill of probabilistic predictions of the Universal Thermal Climate Index (UTCI)" Int. J. Biometeorol. (2014) 10.1007/s00484-014-0843-3
[28]
WMOa (1996). Guide to Meteorological Instruments and Methods of Observation, World Meteorological Organization. [6th ed.]. WMO-No. 8.
[29]
WMOb (2008). Guide to Meteorological Instruments and Methods of Observation, WHO. WMO Technical Publication No. 8.
[30]
Buzzi "Validation of a limited area model in cases of mediterranean cyclogenesis: Surface fields and precipitation scores" Theor. Appl. Clim. (1994)
[31]
Buzzi "Mesoscale Meteorological Features Associated with Heavy Precipitation in the Southern Alpine Region" Theor. Appl. Clim. (2000)
[32]
Monin "Osnovnye zakonomernosti turbulentnogo peremeshivanija v prizemnom sloe atmosfery (Basic Laws of Turbulent Mixing in the Atmosphere Near the Ground)" Tr. Geofiz. Inst. (1954)
[33]
Zampieri "Sensitivity of quantitative precipitation forecasts to boundary layer parameterization: A flash flood case study in the Western Mediterranean" Nat. Hazards Earth Syst. Sci. (2005) 10.5194/nhess-5-603-2005
[34]
Ritter "A comprehensive radiation scheme for numerical weather prediction models with potential applications in climate simulations" Mon. Weather Rev. (1992) 10.1175/1520-0493(1992)120<0303:acrsfn>2.0.co;2
[35]
Morcrette "Radiation and cloud radiative properties in the ECMWF operational weather forecast model" J. Geophys. Res. (1991) 10.1029/89jd01597
[36]
Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated‐k model for the longwave

Eli J. Mlawer, Steven J. Taubman, Patrick D. Brown et al.

Journal of Geophysical Research: Oceans 1997 10.1029/97jd00237
[37]
Gyakum "A Regional Model Intercomparison Using a Case of Explosive Oceanic Cyclogenesis" Weather. Forecast. (1996) 10.1175/1520-0434(1996)011<0521:armiua>2.0.co;2
[38]
Castelli "Evaluation of the turbulence parametrization in the MOLOCH meteorological model" Q. J. R. Meteorol. Soc. (2019) 10.1002/qj.3661
[39]
Bougeault "The MAP Special Observing Period" Bull. Am. Meteor. Soc. (2001) 10.1175/1520-0477(2001)082<0433:tmsop>2.3.co;2
[40]
Tettamanti "Numerical simulation of katabatic winds with a non-hydrostatic meteorological model" Polar Atmos. (2002)
[41]
Davolio "Orographic triggering of long lived convection in three dimensions" Theor. Appl. Clim. (2008)
[42]
Bartzokas "The RISKMED project: Philosophy, methods and products" Nat. Hazards Earth Syst. Sci. (2010) 10.5194/nhess-10-1393-2010
[43]
Davolio "The Piedmont flood of November 1994: A testbed of forecasting capabilities of the CNR-ISAC meteorological model suite" Bull. Atmosph. Sci. Technol. (2020) 10.1007/s42865-020-00015-4
[44]
Yaglou "Control of heat casualties at military training centers" Am. Med. Assoc. Ind. Health (1957)
[45]
Lemke "Calculating Workplace WBGT from Meteorological Data: A Tool for Climate Change Assessment" Ind. Health (2012) 10.2486/indhealth.ms1352
[46]
Bernard "Prediction of Workplace Wet Bulb Global Temperature" Appl. Occup. Environ. Hyg. (1999) 10.1080/104732299303296
[47]
Modeling the Wet Bulb Globe Temperature Using Standard Meteorological Measurements

James C. Liljegren, Richard A. Carhart, Philip Lawday et al.

Journal of Occupational and Environmental Hygiene 2008 10.1080/15459620802310770
[48]
Levine "Statistical Methods in the Atmospheric Sciences" J. Am. Stat. Assoc. (2000) 10.2307/2669579
[49]
Palmer "Predicting uncertainty in forecasts of weather and climate" Rep. Prog. Phys. (2000) 10.1088/0034-4885/63/2/201
[50]
Buizza "A Comparison of the ECMWF, MSC, and NCEP Global Ensemble Prediction Systems" Mon. Weather Rev. (2005) 10.1175/mwr2905.1

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Published
Sep 21, 2021
Vol/Issue
18(18)
Pages
9940
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Authors
Funding
BRIC-INAIL 2019- WORKLIMATE Project Award: B14I19003320005
Cite This Article
Daniele Grifoni, Alessandro Messeri, Alfonso Crisci, et al. (2021). Performances of Limited Area Models for the WORKLIMATE Heat–Health Warning System to Protect Worker’s Health and Productivity in Italy. International Journal of Environmental Research and Public Health, 18(18), 9940. https://doi.org/10.3390/ijerph18189940
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