Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan

Air quality modeling at the very local scale within an urban area is performed through a hybrid modeling system (HMS) that combines the CAMx Eulerian model the with AUSTAL2000 Lagrangian model. The enhancements obtained by means of the HMS in the reconstruction of the spatial distribution of fine pa...

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Main Authors: Giovanni Lonati, Nicola Pepe, Guido Pirovano, Alessandra Balzarini, Anna Toppetti, Giuseppe Maurizio Riva
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Atmosphere
Subjects:
Online Access:https://www.mdpi.com/2073-4433/11/10/1078
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spelling doaj-4deeb08285bc4c9fb74ccbd87a3abff02020-11-25T03:53:57ZengMDPI AGAtmosphere2073-44332020-10-01111078107810.3390/atmos11101078Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in MilanGiovanni Lonati0Nicola Pepe1Guido Pirovano2Alessandra Balzarini3Anna Toppetti4Giuseppe Maurizio Riva5Department of Civil and Environmental Engineering, Politecnico di Milano, 20133 Milano, ItalyDepartment of Civil and Environmental Engineering, Politecnico di Milano, 20133 Milano, ItalyRicerca sul Sistema Energetico—RSE Spa, via Rubattino 54, 20134 Milano, ItalyRicerca sul Sistema Energetico—RSE Spa, via Rubattino 54, 20134 Milano, ItalyRicerca sul Sistema Energetico—RSE Spa, via Rubattino 54, 20134 Milano, ItalyRicerca sul Sistema Energetico—RSE Spa, via Rubattino 54, 20134 Milano, ItalyAir quality modeling at the very local scale within an urban area is performed through a hybrid modeling system (HMS) that combines the CAMx Eulerian model the with AUSTAL2000 Lagrangian model. The enhancements obtained by means of the HMS in the reconstruction of the spatial distribution of fine particles (PM2.5) and elemental carbon (EC) concentration are presented for the case-study of Milan city center in Northern Italy. Modeling results are reported for three receptors (a green area, a residential and shopping area, and a congested crossroad on the inner ring road of the city center) selected in order to represent urban sites characterized by both different features in terms of the surrounding built environment and by different exposure to local emission sources. The peculiarity of the three receptors is further highlighted by source apportionment analysis, developed not only with respect to the kind of emission sources but also to the geographical location of the sources within the whole Northern Italy computational domain. Results show that the outcome of the Eulerian model at the local scale is only representative of a background level, similar to the Lagrangian model’s outcome for the green area receptor, but fails to reproduce concentration gradients and hot-spots, driven by local sources’ emissions.https://www.mdpi.com/2073-4433/11/10/1078air qualityhybrid modelingsource apportionmentsource regionsCAMxAUSTAL2000
collection DOAJ
language English
format Article
sources DOAJ
author Giovanni Lonati
Nicola Pepe
Guido Pirovano
Alessandra Balzarini
Anna Toppetti
Giuseppe Maurizio Riva
spellingShingle Giovanni Lonati
Nicola Pepe
Guido Pirovano
Alessandra Balzarini
Anna Toppetti
Giuseppe Maurizio Riva
Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
Atmosphere
air quality
hybrid modeling
source apportionment
source regions
CAMx
AUSTAL2000
author_facet Giovanni Lonati
Nicola Pepe
Guido Pirovano
Alessandra Balzarini
Anna Toppetti
Giuseppe Maurizio Riva
author_sort Giovanni Lonati
title Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
title_short Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
title_full Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
title_fullStr Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
title_full_unstemmed Combined Eulerian-Lagrangian Hybrid Modelling System for PM2.5 and Elemental Carbon Source Apportionment at the Urban Scale in Milan
title_sort combined eulerian-lagrangian hybrid modelling system for pm2.5 and elemental carbon source apportionment at the urban scale in milan
publisher MDPI AG
series Atmosphere
issn 2073-4433
publishDate 2020-10-01
description Air quality modeling at the very local scale within an urban area is performed through a hybrid modeling system (HMS) that combines the CAMx Eulerian model the with AUSTAL2000 Lagrangian model. The enhancements obtained by means of the HMS in the reconstruction of the spatial distribution of fine particles (PM2.5) and elemental carbon (EC) concentration are presented for the case-study of Milan city center in Northern Italy. Modeling results are reported for three receptors (a green area, a residential and shopping area, and a congested crossroad on the inner ring road of the city center) selected in order to represent urban sites characterized by both different features in terms of the surrounding built environment and by different exposure to local emission sources. The peculiarity of the three receptors is further highlighted by source apportionment analysis, developed not only with respect to the kind of emission sources but also to the geographical location of the sources within the whole Northern Italy computational domain. Results show that the outcome of the Eulerian model at the local scale is only representative of a background level, similar to the Lagrangian model’s outcome for the green area receptor, but fails to reproduce concentration gradients and hot-spots, driven by local sources’ emissions.
topic air quality
hybrid modeling
source apportionment
source regions
CAMx
AUSTAL2000
url https://www.mdpi.com/2073-4433/11/10/1078
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