Performances of Limited Area Models for the WORKLIMATE Heat-Health Warning System to Protect Worker's Health and Productivity in Italy
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 ind...
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Veröffentlicht in: | International journal of environmental research and public health 2021-09, Vol.18 (18), p.9940 |
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creator | Grifoni, Daniele Messeri, Alessandro Crisci, Alfonso Bonafede, Michela Pasi, Francesco Gozzini, Bernardo Orlandini, Simone Marinaccio, Alessandro Mari, Riccardo Morabito, Marco On Behalf Of The Worklimate Collaborative Group |
description | 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. |
doi_str_mv | 10.3390/ijerph18189940 |
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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.</description><identifier>ISSN: 1660-4601</identifier><identifier>ISSN: 1661-7827</identifier><identifier>EISSN: 1660-4601</identifier><identifier>DOI: 10.3390/ijerph18189940</identifier><identifier>PMID: 34574860</identifier><language>eng</language><publisher>Switzerland: MDPI AG</publisher><subject>Climate change ; Climate models ; Climatic conditions ; Efficiency ; Heat ; Heat stress ; Heat Stress Disorders - prevention & control ; Heat tolerance ; Hot Temperature ; Humans ; Humidity ; Hydration ; Indicators ; Italy ; Meteorological parameters ; Occupational Exposure ; Outdoors ; Population ; Productivity ; Radiation ; Spatial discrimination ; Spatial resolution ; Temperature ; Territory ; Thermal stress ; Warning systems ; Weather ; Weather forecasting ; Work environment ; Workers</subject><ispartof>International journal of environmental research and public health, 2021-09, Vol.18 (18), p.9940</ispartof><rights>2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). 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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.</description><subject>Climate change</subject><subject>Climate models</subject><subject>Climatic conditions</subject><subject>Efficiency</subject><subject>Heat</subject><subject>Heat stress</subject><subject>Heat Stress Disorders - prevention & control</subject><subject>Heat tolerance</subject><subject>Hot Temperature</subject><subject>Humans</subject><subject>Humidity</subject><subject>Hydration</subject><subject>Indicators</subject><subject>Italy</subject><subject>Meteorological parameters</subject><subject>Occupational Exposure</subject><subject>Outdoors</subject><subject>Population</subject><subject>Productivity</subject><subject>Radiation</subject><subject>Spatial discrimination</subject><subject>Spatial resolution</subject><subject>Temperature</subject><subject>Territory</subject><subject>Thermal stress</subject><subject>Warning systems</subject><subject>Weather</subject><subject>Weather forecasting</subject><subject>Work environment</subject><subject>Workers</subject><issn>1660-4601</issn><issn>1661-7827</issn><issn>1660-4601</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNpdkcFrHCEYxaW0NGnSa49F6KG5TKIz6oyXwhKSZumGhDZlj-LoN1m3M7pVJ7D_QP_uzpJtSHr5_OD9fPh8CH2g5LSqJDlza4ibFW1oIyUjr9AhFYIUTBD6-tl-gN6ltCakapiQb9FBxXjNGkEO0Z9biF2Ig_YGEg4dXrjBZbB4FkHj62ChT3gCcF4BXt58_7aYX8_uLvAV6FxMo88rvNTRO3-Pf2xThgHngG9jyGAyXob4C-LnhPek9nan2dFk9-DyFjuP51n322P0ptN9gvf78wj9vLy4O78qFjdf5-ezRWFYw3KhTWVrzggXDBpNykaCNLJlpZ7ytJp3JW1rK63ouC6l7DpjueF1WRFa09a21RH68ui7GdsBrAGfo-7VJrpBx60K2qmXincrdR8e1PRxQtZyMjjZG8Twe4SU1eCSgb7XHsKYVMnrmgnW8B366T90Hcbop3g7SrCSc1JO1OkjZWJIKUL39BhK1K5i9bLi6cLH5xGe8H-dVn8B-pekOg</recordid><startdate>20210921</startdate><enddate>20210921</enddate><creator>Grifoni, Daniele</creator><creator>Messeri, Alessandro</creator><creator>Crisci, Alfonso</creator><creator>Bonafede, Michela</creator><creator>Pasi, Francesco</creator><creator>Gozzini, Bernardo</creator><creator>Orlandini, Simone</creator><creator>Marinaccio, Alessandro</creator><creator>Mari, Riccardo</creator><creator>Morabito, Marco</creator><creator>On Behalf Of The Worklimate Collaborative Group</creator><general>MDPI AG</general><general>MDPI</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8C1</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-6290-9752</orcidid><orcidid>https://orcid.org/0000-0002-3599-8136</orcidid><orcidid>https://orcid.org/0000-0003-3846-8410</orcidid><orcidid>https://orcid.org/0000-0001-8220-811X</orcidid><orcidid>https://orcid.org/0000-0002-0730-095X</orcidid><orcidid>https://orcid.org/0000-0001-9068-2137</orcidid><orcidid>https://orcid.org/0000-0002-8799-4866</orcidid><orcidid>https://orcid.org/0000-0002-0811-1624</orcidid></search><sort><creationdate>20210921</creationdate><title>Performances of Limited Area Models for the WORKLIMATE Heat-Health Warning System to Protect Worker's Health and Productivity in Italy</title><author>Grifoni, Daniele ; Messeri, Alessandro ; Crisci, Alfonso ; Bonafede, Michela ; Pasi, Francesco ; Gozzini, Bernardo ; Orlandini, Simone ; Marinaccio, Alessandro ; Mari, Riccardo ; Morabito, Marco ; On Behalf Of The Worklimate Collaborative Group</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c484t-ac3d7540564e8a0289e9c9b42a574ba5f21b7d9d6f5a299ffcd5c57230171bdb3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Climate change</topic><topic>Climate models</topic><topic>Climatic conditions</topic><topic>Efficiency</topic><topic>Heat</topic><topic>Heat stress</topic><topic>Heat Stress Disorders - 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subjects | Climate change Climate models Climatic conditions Efficiency Heat Heat stress Heat Stress Disorders - prevention & control Heat tolerance Hot Temperature Humans Humidity Hydration Indicators Italy Meteorological parameters Occupational Exposure Outdoors Population Productivity Radiation Spatial discrimination Spatial resolution Temperature Territory Thermal stress Warning systems Weather Weather forecasting Work environment Workers |
title | 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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