We consider the distribution of population by exposure to multiple airborne pollutants at various spatial and temporal resolutions over Europe. The estimation of this distribution and its uncertainty are obtained via model based high resolution semiparametric estimates of daily average concentrations for seven pollutants in years 2009-2011. In order to exploit the spatial information content and allow the computation of daily multipollutant exposure distribution, uncertainty included, we use a multivariate spatio-temporal model capable to handle non Gaussian large datasets such as multivariate and multiyear daily air quality, land use and meteorological data over Europe.

(2015). Multivariate spatio temporal models for large datasets and joint exposure to airborne multipollutants in Europe [conference presentation - intervento a convegno]. Retrieved from http://hdl.handle.net/10446/48867

Multivariate spatio temporal models for large datasets and joint exposure to airborne multipollutants in Europe

FASSO', Alessandro;FINAZZI, Francesco;NDONGO, Ferdinand Bertrand
2015-01-01

Abstract

We consider the distribution of population by exposure to multiple airborne pollutants at various spatial and temporal resolutions over Europe. The estimation of this distribution and its uncertainty are obtained via model based high resolution semiparametric estimates of daily average concentrations for seven pollutants in years 2009-2011. In order to exploit the spatial information content and allow the computation of daily multipollutant exposure distribution, uncertainty included, we use a multivariate spatio-temporal model capable to handle non Gaussian large datasets such as multivariate and multiyear daily air quality, land use and meteorological data over Europe.
alessandro.fasso@unibg.it
2015
Inglese
Proceedings of the GRASPA 2015 Conference. Bari (IT), 15-16 June 2015
Fassò, Alessandro; Pollice, Alessio;
1
4
online
Italy
Bergamo
Università degli studi di Bergamo
esperti anonimi
GRASPA15 Conference, Bari (IT), 15-16 June 2015
Bari
15-16 June 2015
Università degli studi di Bari
internazionale
contributo
Settore SECS-S/01 - Statistica
EM algorithm; D-STEM software; Air quality;
info:eu-repo/semantics/conferenceObject
3
Fasso', Alessandro; Finazzi, Francesco; Ndongo, Ferdinand Bertrand
1.4 Contributi in atti di convegno - Contributions in conference proceedings::1.4.01 Contributi in atti di convegno - Conference presentations
GRASPA Conference Series::GRASPA15
open
Non definito
273
(2015). Multivariate spatio temporal models for large datasets and joint exposure to airborne multipollutants in Europe [conference presentation - intervento a convegno]. Retrieved from http://hdl.handle.net/10446/48867
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