Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra

<p>Our understanding of atmospheric oxidation chemistry has improved significantly in recent years, greatly facilitated by developments in mass spectrometry. The generated mass spectra typically contain vast amounts of information on atmospheric sources and processes, but the identification an...

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Main Authors: Y. Zhang, O. Peräkylä, C. Yan, L. Heikkinen, M. Äijälä, K. R. Daellenbach, Q. Zha, M. Riva, O. Garmash, H. Junninen, P. Paatero, D. Worsnop, M. Ehn
Format: Article
Language:English
Published: Copernicus Publications 2020-05-01
Series:Atmospheric Chemistry and Physics
Online Access:https://www.atmos-chem-phys.net/20/5945/2020/acp-20-5945-2020.pdf
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author Y. Zhang
O. Peräkylä
C. Yan
L. Heikkinen
M. Äijälä
K. R. Daellenbach
Q. Zha
M. Riva
M. Riva
O. Garmash
H. Junninen
H. Junninen
P. Paatero
D. Worsnop
D. Worsnop
M. Ehn
spellingShingle Y. Zhang
O. Peräkylä
C. Yan
L. Heikkinen
M. Äijälä
K. R. Daellenbach
Q. Zha
M. Riva
M. Riva
O. Garmash
H. Junninen
H. Junninen
P. Paatero
D. Worsnop
D. Worsnop
M. Ehn
Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
Atmospheric Chemistry and Physics
author_facet Y. Zhang
O. Peräkylä
C. Yan
L. Heikkinen
M. Äijälä
K. R. Daellenbach
Q. Zha
M. Riva
M. Riva
O. Garmash
H. Junninen
H. Junninen
P. Paatero
D. Worsnop
D. Worsnop
M. Ehn
author_sort Y. Zhang
title Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
title_short Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
title_full Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
title_fullStr Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
title_full_unstemmed Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
title_sort insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectra
publisher Copernicus Publications
series Atmospheric Chemistry and Physics
issn 1680-7316
1680-7324
publishDate 2020-05-01
description <p>Our understanding of atmospheric oxidation chemistry has improved significantly in recent years, greatly facilitated by developments in mass spectrometry. The generated mass spectra typically contain vast amounts of information on atmospheric sources and processes, but the identification and quantification of these is hampered by the wealth of data to analyze. The implementation of factor analysis techniques have greatly facilitated this analysis, yet many atmospheric processes still remain poorly understood. Here, we present new insights into highly oxygenated products from monoterpene oxidation, measured by chemical ionization mass spectrometry, at a boreal forest site in Finland in autumn 2016. Our primary focus was on the formation of accretion products, i.e., dimers. We identified the formation of daytime dimers, with a diurnal peak at noontime, despite high nitric oxide (NO) concentrations typically expected to inhibit dimer formation. These dimers may play an important role in new particle formation events that are often observed in the forest. In addition, dimers identified as combined products of <span class="inline-formula">NO<sub>3</sub></span> and <span class="inline-formula">O<sub>3</sub></span> oxidation of monoterpenes were also found to be a large source of low-volatility vapors at night. This highlights the complexity of atmospheric oxidation chemistry and the need for future laboratory studies on multi-oxidant systems. These two processes could not have been separated without the new analysis approach deployed in our study, where we applied binned positive matrix factorization (binPMF) on subranges of the mass spectra rather than the traditional approach where the entire mass spectrum is included for PMF analysis. In addition to the main findings listed above, several other benefits compared to traditional methods were found.</p>
url https://www.atmos-chem-phys.net/20/5945/2020/acp-20-5945-2020.pdf
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spelling doaj-8460491e904740119644f27070b859b12020-11-25T03:17:47ZengCopernicus PublicationsAtmospheric Chemistry and Physics1680-73161680-73242020-05-01205945596110.5194/acp-20-5945-2020Insights into atmospheric oxidation processes by performing factor analyses on subranges of mass spectraY. Zhang0O. Peräkylä1C. Yan2L. Heikkinen3M. Äijälä4K. R. Daellenbach5Q. Zha6M. Riva7M. Riva8O. Garmash9H. Junninen10H. Junninen11P. Paatero12D. Worsnop13D. Worsnop14M. Ehn15Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandUniv. Lyon, Université Claude Bernard Lyon 1, CNRS, IRCELYON, 69626, Villeurbanne, FranceInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute of Physics, University of Tartu, Tartu, 50090, EstoniaInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, FinlandAerodyne Research, Inc., Billerica, MA 01821, USAInstitute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, 00014, Finland<p>Our understanding of atmospheric oxidation chemistry has improved significantly in recent years, greatly facilitated by developments in mass spectrometry. The generated mass spectra typically contain vast amounts of information on atmospheric sources and processes, but the identification and quantification of these is hampered by the wealth of data to analyze. The implementation of factor analysis techniques have greatly facilitated this analysis, yet many atmospheric processes still remain poorly understood. Here, we present new insights into highly oxygenated products from monoterpene oxidation, measured by chemical ionization mass spectrometry, at a boreal forest site in Finland in autumn 2016. Our primary focus was on the formation of accretion products, i.e., dimers. We identified the formation of daytime dimers, with a diurnal peak at noontime, despite high nitric oxide (NO) concentrations typically expected to inhibit dimer formation. These dimers may play an important role in new particle formation events that are often observed in the forest. In addition, dimers identified as combined products of <span class="inline-formula">NO<sub>3</sub></span> and <span class="inline-formula">O<sub>3</sub></span> oxidation of monoterpenes were also found to be a large source of low-volatility vapors at night. This highlights the complexity of atmospheric oxidation chemistry and the need for future laboratory studies on multi-oxidant systems. These two processes could not have been separated without the new analysis approach deployed in our study, where we applied binned positive matrix factorization (binPMF) on subranges of the mass spectra rather than the traditional approach where the entire mass spectrum is included for PMF analysis. In addition to the main findings listed above, several other benefits compared to traditional methods were found.</p>https://www.atmos-chem-phys.net/20/5945/2020/acp-20-5945-2020.pdf