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Development of West...
Development of West-European PM2.5 and NO2 land use regression models incorporating satellite-derived and chemical transport modelling data
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de Hoogh, Kees (author)
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Gulliver, John (author)
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Donkelaar, Aaron van (author)
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Martin, Randall V (author)
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Marshall, Julian D (author)
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Bechle, Matthew J (author)
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Cesaroni, Giulia (author)
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Pradas, Marta Cirach (author)
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Dedele, Audrius (author)
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Eeftens, Marloes (author)
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- Forsberg, Bertil (author)
- Umeå universitet,Yrkes- och miljömedicin
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Galassi, Claudia (author)
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Heinrich, Joachim (author)
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Hoffmann, Barbara (author)
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Jacquemin, Bénédicte (author)
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Katsouyanni, Klea (author)
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Korek, Michal (author)
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Künzli, Nino (author)
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Lindley, Sarah J (author)
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Lepeule, Johanna (author)
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Meleux, Frederik (author)
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de Nazelle, Audrey (author)
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Nieuwenhuijsen, Mark (author)
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Nystad, Wenche (author)
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Raaschou-Nielsen, Ole (author)
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Peters, Annette (author)
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Peuch, Vincent-Henri (author)
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Rouil, Laurence (author)
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Udvardy, Orsolya (author)
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Slama, Rémy (author)
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Stempfelet, Morgane (author)
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Stephanou, Euripides G (author)
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Tsai, Ming Y (author)
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Yli-Tuomi, Tarja (author)
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Weinmayr, Gudrun (author)
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Brunekreef, Bert (author)
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Vienneau, Danielle (author)
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Hoek, Gerard (author)
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(creator_code:org_t)
- Elsevier BV, 2016
- 2016
- English.
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In: Environmental Research. - : Elsevier BV. - 0013-9351 .- 1096-0953. ; 151, s. 1-10
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https://www.research...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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http://kipublication...
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Abstract
Subject headings
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- Satellite-derived (SAT) and chemical transport model (CTM) estimates of PM2.5 and NO2 are increasingly used in combination with Land Use Regression (LUR) models. We aimed to compare the contribution of SAT and CTM data to the performance of LUR PM2.5 and NO2 models for Europe. Four sets of models, all including local traffic and land use variables, were compared (LUR without SAT or CTM, with SAT only, with CTM only, and with both SAT and CTM). LUR models were developed using two monitoring data sets: PM2.5 and NO2 ground level measurements from the European Study of Cohorts for Air Pollution Effects (ESCAPE) and from the European AIRBASE network. LUR PM2.5 models including SAT and SAT+CTM explained ~60% of spatial variation in measured PM2.5 concentrations, substantially more than the LUR model without SAT and CTM (adjR(2): 0.33-0.38). For NO2 CTM improved prediction modestly (adjR(2): 0.58) compared to models without SAT and CTM (adjR(2): 0.47-0.51). Both monitoring networks are capable of producing models explaining the spatial variance over a large study area. SAT and CTM estimates of PM2.5 and NO2 significantly improved the performance of high spatial resolution LUR models at the European scale for use in large epidemiological studies.
Subject headings
- MEDICIN OCH HÄLSOVETENSKAP -- Hälsovetenskap -- Arbetsmedicin och miljömedicin (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Health Sciences -- Occupational Health and Environmental Health (hsv//eng)
Keyword
- Air pollution
- Exposure
- Spatial modelling
- Fine particulate matter
- Nitrogen dioxide
Publication and Content Type
- ref (subject category)
- art (subject category)
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- By the author/editor
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de Hoogh, Kees
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Gulliver, John
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Donkelaar, Aaron ...
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Martin, Randall ...
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Marshall, Julian ...
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Bechle, Matthew ...
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show more...
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Cesaroni, Giulia
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Pradas, Marta Ci ...
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Dedele, Audrius
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Eeftens, Marloes
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Forsberg, Bertil
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Galassi, Claudia
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Heinrich, Joachi ...
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Hoffmann, Barbar ...
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Jacquemin, Bénéd ...
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Katsouyanni, Kle ...
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Korek, Michal
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Künzli, Nino
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Lindley, Sarah J
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Lepeule, Johanna
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Meleux, Frederik
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de Nazelle, Audr ...
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Nieuwenhuijsen, ...
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Nystad, Wenche
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Raaschou-Nielsen ...
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Peters, Annette
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Peuch, Vincent-H ...
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Rouil, Laurence
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Udvardy, Orsolya
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Slama, Rémy
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Stempfelet, Morg ...
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Stephanou, Eurip ...
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Tsai, Ming Y
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Yli-Tuomi, Tarja
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Weinmayr, Gudrun
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Brunekreef, Bert
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Vienneau, Daniel ...
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Hoek, Gerard
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show less...
- About the subject
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- MEDICAL AND HEALTH SCIENCES
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MEDICAL AND HEAL ...
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and Health Sciences
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and Occupational Hea ...
- Articles in the publication
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Environmental Re ...
- By the university
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Umeå University
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Karolinska Institutet