Estimation of daily PM₁₀ concentrations in Italy (2006-2012) using finely resolved satellite data, land use variables and meteorology

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• 作者：Massimo Stafoggia^a ; ^b ; ^{m.stafoggia@deplazio.it} ; Joel Schwartz^c ; Chiara Badaloni^a ; Tom Bellander^b ; ^d ; Ester Alessandrini^a ; Giorgio Cattani^e ; Francesca de' Donato^a ; Alessandra Gaeta^e ; Gianluca Leone^e ; Alexei Lyapustin^f ; Meytar Sorek-Hamer^g ; ^h ; Kees de Hooghⁱ ; ^j ; Qian Di^c ; Francesco Forastiere^a ; Itai Kloog^h
• 关键词：Aerosol Optical Depth ; Air pollution ; Epidemiology ; Exposure assessment ; Particulate matter ; Satellite
• 刊名：Environment International
• 出版年：2017
• 出版时间：February 2017
• 年：2017
• 卷：99
• 期：Complete
• 页码：234-244
• 全文大小：1476 K
• 卷排序：99

文摘

Estimates of air pollution levels at fine spatiotemporal scale are lacking in Italy We combined satellite data with land use variables and ground-level PM10 measurements We estimated daily PM10 concentrations at a 1-km2 grid over Italy, 2006-2012 Our model displayed good cross-validation fitting (R2 = 0.65) and negligible bias Spatiotemporal predictions will allow estimation of short and long term health effects of PM10