Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment
Atmospheric aerosol particles directly impact air quality and participate in controlling the climate system. Organic Aerosol (OA) in general accounts for a large fraction (10–90%) of the global submicron (PM1) particulate mass. Chemometric methods for source identification are used in many discipl...
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ndltd-unibo.it-oai-amsdottorato.cib.unibo.it-52182014-03-24T16:30:17Z Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment Paglione, Marco <1984> CHIM/12 Chimica dell'ambiente e dei beni culturali Atmospheric aerosol particles directly impact air quality and participate in controlling the climate system. Organic Aerosol (OA) in general accounts for a large fraction (10–90%) of the global submicron (PM1) particulate mass. Chemometric methods for source identification are used in many disciplines, but methods relying on the analysis of NMR datasets are rarely used in atmospheric sciences. This thesis provides an original application of NMR-based chemometric methods to atmospheric OA source apportionment. The method was tested on chemical composition databases obtained from samples collected at different environments in Europe, hence exploring the impact of a great diversity of natural and anthropogenic sources. We focused on sources of water-soluble OA (WSOA), for which NMR analysis provides substantial advantages compared to alternative methods. Different factor analysis techniques are applied independently to NMR datasets from nine field campaigns of the project EUCAARI and allowed the identification of recurrent source contributions to WSOA in European background troposphere: 1) Marine SOA; 2) Aliphatic amines from ground sources (agricultural activities, etc.); 3) Biomass burning POA; 4) Biogenic SOA from terpene oxidation; 5) “Aged” SOAs, including humic-like substances (HULIS); 6) Other factors possibly including contributions from Primary Biological Aerosol Particles, and products of cooking activities. Biomass burning POA accounted for more than 50% of WSOC in winter months. Aged SOA associated with HULIS was predominant (> 75%) during the spring-summer, suggesting that secondary sources and transboundary transport become more important in spring and summer. Complex aerosol measurements carried out, involving several foreign research groups, provided the opportunity to compare source apportionment results obtained by NMR analysis with those provided by more widespread Aerodyne aerosol mass spectrometers (AMS) techniques that now provided categorization schemes of OA which are becoming a standard for atmospheric chemists. Results emerging from this thesis partly confirm AMS classification and partly challenge it. Alma Mater Studiorum - Università di Bologna Decesari, Stefano Tagliavini, Emilio 2013-03-26 Doctoral Thesis PeerReviewed application/pdf en http://amsdottorato.unibo.it/5218/ info:eu-repo/semantics/openAccess |
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CHIM/12 Chimica dell'ambiente e dei beni culturali |
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CHIM/12 Chimica dell'ambiente e dei beni culturali Paglione, Marco <1984> Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
description |
Atmospheric aerosol particles directly impact air quality and participate in controlling the climate system. Organic Aerosol (OA) in general accounts for a large fraction (10–90%) of the global submicron (PM1) particulate mass.
Chemometric methods for source identification are used in many disciplines, but methods relying on the analysis of NMR datasets are rarely used in atmospheric sciences. This thesis provides an original application of NMR-based chemometric methods to atmospheric OA source apportionment. The method was tested on chemical composition databases obtained from samples collected at different environments in Europe, hence exploring the impact of a great diversity of natural and anthropogenic sources. We focused on sources of water-soluble OA (WSOA), for which NMR analysis provides substantial advantages compared to alternative methods. Different factor analysis techniques are applied independently to NMR datasets from nine field campaigns of the project EUCAARI and allowed the identification of recurrent source contributions to WSOA in European background troposphere: 1) Marine SOA; 2) Aliphatic amines from ground sources (agricultural activities, etc.); 3) Biomass burning POA; 4) Biogenic SOA from terpene oxidation; 5) “Aged” SOAs, including humic-like substances (HULIS); 6) Other factors possibly including contributions from Primary Biological Aerosol Particles, and products of cooking activities. Biomass burning POA accounted for more than 50% of WSOC in winter months. Aged SOA associated with HULIS was predominant (> 75%) during the spring-summer, suggesting that secondary sources and transboundary transport become more important in spring and summer.
Complex aerosol measurements carried out, involving several foreign research groups, provided the opportunity to compare source apportionment results obtained by NMR analysis with those provided by more widespread Aerodyne aerosol mass spectrometers (AMS) techniques that now provided categorization schemes of OA which are becoming a standard for atmospheric chemists. Results emerging from this thesis partly confirm AMS classification and partly challenge it. |
author2 |
Decesari, Stefano |
author_facet |
Decesari, Stefano Paglione, Marco <1984> |
author |
Paglione, Marco <1984> |
author_sort |
Paglione, Marco <1984> |
title |
Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
title_short |
Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
title_full |
Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
title_fullStr |
Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
title_full_unstemmed |
Advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
title_sort |
advanced spectroscopic techniques and chemometric analysis for atmospheric organic aerosol characterization and source apportionment |
publisher |
Alma Mater Studiorum - Università di Bologna |
publishDate |
2013 |
url |
http://amsdottorato.unibo.it/5218/ |
work_keys_str_mv |
AT paglionemarco1984 advancedspectroscopictechniquesandchemometricanalysisforatmosphericorganicaerosolcharacterizationandsourceapportionment |
_version_ |
1716654575115567104 |