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Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe : the ESCAPE project
Type of publication
Straipsnis Web of Science ir Scopus duomenų bazėje / Article in Web of Science and Scopus database (S1)
Author(s)
Beelen, Rob | Utrecht University, Netherlands |
Hoek, Gerard | Utrecht University, The Netherlands |
Vienneau, Danielle | Imperial College London, UK |
Eeftens, Marloes | Utrecht University, Netherlands |
Dimakopoulou, Konstantina | National and Kapodistrian University of Athens, Greece |
Pedeli, Xanthi | National and Kapodistrian University of Athens, Medical School, Greece |
Tsai, Ming-Yi | Swiss Tropical & Public Health Institute, Basel, Switzerland |
Künzli, Nino | University of Basel, Basel, Switzerland |
Schikowski, Tamara | Swiss Tropical & Public Health Institute, Basel, Switzerland |
Marcon, Alessandro | University of Verona, Italy |
Eriksen, Kirsten | Danish Cancer Society Research Center, Copenhagen, Denmark |
Raaschou-Nielsen, Ole | Danish Cancer Society Research Center, Copenhagen, Denmark |
Stephanou, Euripides G. | University of Crete, Heraklion, Greece |
Patelarou, Evridiki | University of Crete, Heraklion, Greece |
Lanki, Timo | National Institute for Health and Welfare, Kuopio, Finland |
Yli-Tuomi, Tarja | National Institute for Health and Welfare, Kuopio, Finland |
Declercq, Christophe | French Institute for Public Health Surveillance, Saint-Maurice Cedex, France |
Falq, Grégoire | French Institute for Public Health Surveillance, Saint-Maurice, France |
Stempfelet, Morgane | French Institute for Public Health Surveillance, Saint-Maurice, France |
Birk, Matthias | Institutes of Epidemiology I and II, Neuherberg, Germany |
Cyrys, Josef | HMGU Institute of Epidemiology II, Neuherberg, Germany |
Klot, Stephanie von | HMGU Institute of Epidemiology II, Neuherberg, Germany |
Nádor, Gizella | National Institute of Environmental Health, Budapest, Hungary |
Varró, Mihály J. | National Institute of Environmental Health, Budapest, Hungary |
Mölter, Anna | University of Manchester, UK |
Lindley, Sarah | University of Manchester, UK |
Madsen, Christian | Norwegian Institute of Public Health, Oslo, Norway |
Cesaroni, Giulia | Lazio Regional Health Service, Rome, Italy |
Ranzi, Andrea | Regional Reference Centre on Environment and Health, ARPA Emilia Romagna, Modena, Italy |
Badaloni, Chiara | Epidemiology Department, Lazio Regional Health Service, Rome, Italy |
Hoffmann, Barbara | Heinrich-Heine University of Düsseldorf, Germany |
Nonnemacher, Michael | University of Duisburg-Essen, Germany |
Krämer, Ursula | University of Düsseldorf, Germany |
Kuhlbusch, Thomas | IUTA Institut für Energie- und Umwelttechnik, Duisburg, Germany |
Cirach, Marta | Center for Research in Environmental Epidemiology, Barcelona, Spain |
Nazelle, Audrey de | Center for Research in Environmental Epidemiology, Barcelona, Spain |
Nieuwenhuijsen, Mark J. | Centre for Research in Environmental Epidemiology, Barcelona, Spain |
Bellander, Tom | Institute of Environmental Medicine, Stockholm, Sweden |
Korek, Michal | Institute of Environmental Medicine, Stockholm, Sweden |
Olsson, David | Department of Public Health and Clinical Medicine, Umeå University, Sweden |
Strömgren, Magnus | Umeå University, Sweden |
Dons, Evi | Flemish Institute for Technological Research, Environmental Risk and Health unit, Mol, Belgium |
Jerrett, Michael | University of California, Berkeley, California, US |
Fischer, Paul | National Institute for Public Health and the Environment, Bilthoven, Netherlands |
Wang, Meng | Utrecht University, Netherlands |
Brunekreef, Bert | Utrecht University, Netherlands |
Hoogh, Kees de | Imperial College London, United Kingdom |
Title
Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe : the ESCAPE project
Publisher
Amsterdam, Netherlands : Elsevier B.V
Publisher (trusted)
Publisher (trusted) |
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Date Issued
2013
Extent
p. 10-23
Is part of
Atmospheric environment. Amsterdam, Netherlands : Elsevier B.V., 2013, vol. 72
Field of Science
Abstract
Estimating within-city variability in air pollution concentrations is important. Land use regression (LUR) models are able to explain such small-scale within-city variations. Transparency in LUR model development methods is important to facilitate comparison of methods between different studies. We therefore developed LUR models in a standardized way in 36 study areas in Europe for the ESCAPE (European Study of Cohorts for Air Pollution Effects) project. Nitrogen dioxide (NO2) and nitrogen oxides (NOx) were measured with Ogawa passive samplers at 40 or 80 sites in each of the 36 study areas. The spatial variation in each area was explained by LUR modelling. Centrally and locally available Geographic Information System (GIS) variables were used as potential predictors. A leave-one out cross-validation procedure was used to evaluate the model performance. There was substantial contrast in annual average NO2 and NOx concentrations within the study areas. The model explained variances (R2) of the LUR models ranged from 55% to 92% (median 82%) for NO2 and from 49% to 91% (median 78%) for NOx. For most areas the cross-validation R2 was less than 10% lower than the model R2. Small-scale traffic and population/household density were the most common predictors. The magnitude of the explained variance depended on the contrast in measured concentrations as well as availability of GIS predictors, especially traffic intensity data were important. In an additional evaluation, models in which local traffic intensity was not offered had 10% lower R2 compared to models in the same areas in which these variables were offered. Within the ESCAPE project it was possible to develop LUR models that explained a large fraction of the spatial variance in measured annual average NO2 and NOx concentrations. These LUR models are being used to estimate outdoor concentrations at the home addresses of participants in over 30 cohort studies.
Is Referenced by
Is Referenced by |
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Type of document
type::text::journal::journal article::research article
ISSN (of the container)
1352-2310
WOS
WOS:000318262000002
Other Identifier(s)
VDU02-000013503
Coverage Spatial
Nyderlandai / Netherlands (NL)
Language
Anglų / English (en)
Bibliographic Details
41
Journal | IF | AIF | AIF (min) | AIF (max) | Cat | AV | Year | Quartile |
---|---|---|---|---|---|---|---|---|
ATMOSPHERIC ENVIRONMENT | 3.062 | 2.911 | 2.892 | 2.93 | 2 | 1.055 | 2013 | Q1 |
Journal | IF | AIF | AIF (min) | AIF (max) | Cat | AV | Year | Quartile |
---|---|---|---|---|---|---|---|---|
ATMOSPHERIC ENVIRONMENT | 3.062 | 2.911 | 2.892 | 2.93 | 2 | 1.055 | 2013 | Q1 |
2.911 | ||||||||
2.911 |
Journal | Cite Score | SNIP | SJR | Year | Quartile |
---|---|---|---|---|---|
Atmospheric Environment | 5.5 | 1.613 | 1.766 | 2013 | Q1 |