1
|
Shen J, Scholz W, He XC, Zhou P, Marie G, Wang M, Marten R, Surdu M, Rörup B, Baalbaki R, Amorim A, Ataei F, Bell DM, Bertozzi B, Brasseur Z, Caudillo L, Chen D, Chu B, Dada L, Duplissy J, Finkenzeller H, Granzin M, Guida R, Heinritzi M, Hofbauer V, Iyer S, Kemppainen D, Kong W, Krechmer JE, Kürten A, Lamkaddam H, Lee CP, Lopez B, Mahfouz NGA, Manninen HE, Massabò D, Mauldin RL, Mentler B, Müller T, Pfeifer J, Philippov M, Piedehierro AA, Roldin P, Schobesberger S, Simon M, Stolzenburg D, Tham YJ, Tomé A, Umo NS, Wang D, Wang Y, Weber SK, Welti A, Wollesen de Jonge R, Wu Y, Zauner-Wieczorek M, Zust F, Baltensperger U, Curtius J, Flagan RC, Hansel A, Möhler O, Petäjä T, Volkamer R, Kulmala M, Lehtipalo K, Rissanen M, Kirkby J, El-Haddad I, Bianchi F, Sipilä M, Donahue NM, Worsnop DR. High Gas-Phase Methanesulfonic Acid Production in the OH-Initiated Oxidation of Dimethyl Sulfide at Low Temperatures. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2022; 56:13931-13944. [PMID: 36137236 PMCID: PMC9535848 DOI: 10.1021/acs.est.2c05154] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 09/01/2022] [Accepted: 09/02/2022] [Indexed: 06/16/2023]
Abstract
Dimethyl sulfide (DMS) influences climate via cloud condensation nuclei (CCN) formation resulting from its oxidation products (mainly methanesulfonic acid, MSA, and sulfuric acid, H2SO4). Despite their importance, accurate prediction of MSA and H2SO4 from DMS oxidation remains challenging. With comprehensive experiments carried out in the Cosmics Leaving Outdoor Droplets (CLOUD) chamber at CERN, we show that decreasing the temperature from +25 to -10 °C enhances the gas-phase MSA production by an order of magnitude from OH-initiated DMS oxidation, while H2SO4 production is modestly affected. This leads to a gas-phase H2SO4-to-MSA ratio (H2SO4/MSA) smaller than one at low temperatures, consistent with field observations in polar regions. With an updated DMS oxidation mechanism, we find that methanesulfinic acid, CH3S(O)OH, MSIA, forms large amounts of MSA. Overall, our results reveal that MSA yields are a factor of 2-10 higher than those predicted by the widely used Master Chemical Mechanism (MCMv3.3.1), and the NOx effect is less significant than that of temperature. Our updated mechanism explains the high MSA production rates observed in field observations, especially at low temperatures, thus, substantiating the greater importance of MSA in the natural sulfur cycle and natural CCN formation. Our mechanism will improve the interpretation of present-day and historical gas-phase H2SO4/MSA measurements.
Collapse
Affiliation(s)
- Jiali Shen
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Wiebke Scholz
- Institute
of Ion Physics and Applied Physics, University
of Innsbruck, 6020 Innsbruck, Austria
| | - Xu-Cheng He
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Putian Zhou
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Guillaume Marie
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Mingyi Wang
- Center
for Atmospheric Particle Studies, Carnegie
Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Ruby Marten
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Mihnea Surdu
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Birte Rörup
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Rima Baalbaki
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Antonio Amorim
- CENTRA
and Faculdade de Ciências da Universidade de Lisboa, 1749-016 Campo
Grande, Lisboa, Portugal
| | - Farnoush Ataei
- Leibniz
Institute for Tropospheric Research, Permoserstrasse 15, 04318 Leipzig, Germany
| | - David M. Bell
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Barbara Bertozzi
- Institute
of Meteorology and Climate Research, Karlsruhe
Institute of Technology, 76344 Karlsruhe, Germany
| | - Zoé Brasseur
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Lucía Caudillo
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Dexian Chen
- Center
for Atmospheric Particle Studies, Carnegie
Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Biwu Chu
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Lubna Dada
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Jonathan Duplissy
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
- Helsinki
Institute of Physics, University of Helsinki, 00014 Helsinki, Finland
| | - Henning Finkenzeller
- Department
of Chemistry and Cooperative Institute for Research in the Environmental
Sciences, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Manuel Granzin
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Roberto Guida
- CERN, the European Organization for Nuclear Research, CH-1211 Geneva
23, Switzerland
| | - Martin Heinritzi
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Victoria Hofbauer
- Center
for Atmospheric Particle Studies, Carnegie
Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Siddharth Iyer
- Aerosol Physics
Laboratory, Physics Unit, Faculty of Engineering
and Natural Sciences, Tampere University, 33014 Tampere, Finland
| | - Deniz Kemppainen
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Weimeng Kong
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California 91125, United States
| | | | - Andreas Kürten
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Houssni Lamkaddam
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Chuan Ping Lee
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Brandon Lopez
- Center
for Atmospheric Particle Studies, Carnegie
Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Naser G. A. Mahfouz
- Atmospheric and Oceanic Sciences, Princeton
University, Princeton, New Jersey 08540, United States
| | - Hanna E. Manninen
- CERN, the European Organization for Nuclear Research, CH-1211 Geneva
23, Switzerland
| | - Dario Massabò
- Department
of Physics, University of Genoa & INFN, 16146 Genoa, Italy
| | - Roy L. Mauldin
- Department of Chemistry, Carnegie Mellon
University, Pittsburgh, Pennsylvania 15213, United States
- Department of Atmospheric and Oceanic Sciences, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Bernhard Mentler
- Institute
of Ion Physics and Applied Physics, University
of Innsbruck, 6020 Innsbruck, Austria
| | - Tatjana Müller
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Joschka Pfeifer
- CERN, the European Organization for Nuclear Research, CH-1211 Geneva
23, Switzerland
| | - Maxim Philippov
- P.N. Lebedev Physical Institute of the Russian Academy of Sciences, 119991 Moscow, Russia
| | - Ana A. Piedehierro
- Finnish Meteorological Institute, Erik Palmenin aukio 1, 00560 Helsinki, Finland
| | - Pontus Roldin
- Division of Nuclear Physics, Lund University, 22100 Lund, Sweden
| | | | - Mario Simon
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Dominik Stolzenburg
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Yee Jun Tham
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
- School of Marine Sciences, Sun Yat-sen
University, 519082 Zhuhai, China
| | - António Tomé
- Institute Infante Dom Luíz, University
of Beira Interior, 6200-001 Covilhã, Portugal
| | - Nsikanabasi Silas Umo
- Institute
of Meteorology and Climate Research, Karlsruhe
Institute of Technology, 76344 Karlsruhe, Germany
| | - Dongyu Wang
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Yonghong Wang
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Stefan K. Weber
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
- CERN, the European Organization for Nuclear Research, CH-1211 Geneva
23, Switzerland
| | - André Welti
- Finnish Meteorological Institute, Erik Palmenin aukio 1, 00560 Helsinki, Finland
| | | | - Yusheng Wu
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Marcel Zauner-Wieczorek
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Felix Zust
- Institute
of Ion Physics and Applied Physics, University
of Innsbruck, 6020 Innsbruck, Austria
| | - Urs Baltensperger
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Joachim Curtius
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Richard C. Flagan
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California 91125, United States
| | - Armin Hansel
- Institute
of Ion Physics and Applied Physics, University
of Innsbruck, 6020 Innsbruck, Austria
| | - Ottmar Möhler
- Institute
of Meteorology and Climate Research, Karlsruhe
Institute of Technology, 76344 Karlsruhe, Germany
| | - Tuukka Petäjä
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Rainer Volkamer
- Department
of Chemistry and Cooperative Institute for Research in the Environmental
Sciences, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Markku Kulmala
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
- Helsinki
Institute of Physics, University of Helsinki, 00014 Helsinki, Finland
- Joint
International Research Laboratory of Atmospheric and Earth System
Sciences, School of Atmospheric Sciences, Nanjing University, 210023 Nanjing, China
- Aerosol and Haze Laboratory, Beijing Advanced Innovation
Center for Soft Matter Science and Engineering, Beijing University of Chemical Technology, 100029 Beijing, China
| | - Katrianne Lehtipalo
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
- Finnish Meteorological Institute, Erik Palmenin aukio 1, 00560 Helsinki, Finland
| | - Matti Rissanen
- Aerosol Physics
Laboratory, Physics Unit, Faculty of Engineering
and Natural Sciences, Tampere University, 33014 Tampere, Finland
| | - Jasper Kirkby
- Institute
for Atmospheric and Environmental Sciences, Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
- CERN, the European Organization for Nuclear Research, CH-1211 Geneva
23, Switzerland
| | - Imad El-Haddad
- Laboratory
of Atmospheric Chemistry, Paul Scherrer
Institute, CH-5232 Villigen, Switzerland
| | - Federico Bianchi
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Mikko Sipilä
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
| | - Neil M. Donahue
- Center
for Atmospheric Particle Studies, Carnegie
Mellon University, Pittsburgh, Pennsylvania 15213, United States
- Department of Chemistry, Carnegie Mellon
University, Pittsburgh, Pennsylvania 15213, United States
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States
- Department of Engineering and Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States
| | - Douglas R. Worsnop
- Institute
for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, 00014 Helsinki, Finland
- Aerodyne Research, Inc., Billerica, Massachusetts 01821, United States
| |
Collapse
|
3
|
Li S, Sarwar G, Zhao J, Zhang Y, Zhou S, Chen Y, Yang G, Saiz-Lopez A. Modeling the impact of marine DMS emissions on summertime air quality over the coastal East China Seas. EARTH AND SPACE SCIENCE (HOBOKEN, N.J.) 2020; 7:e2020EA001220. [PMID: 33365363 PMCID: PMC7751828 DOI: 10.1029/2020ea001220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Accepted: 09/18/2020] [Indexed: 06/12/2023]
Abstract
[1] Biogenic emission of dimethyl sulfide (DMS) from seawater is the major natural source of sulfur into the atmosphere. In this study, we use an advanced air quality model (CMAQv5.2) with DMS chemistry to examine the impact of DMS emissions from seawater on summertime air quality over China. A national scale database of DMS concentration in seawater is established based on a five-year observational record in the East China seas including the Bohai Sea, the Yellow Sea and the East China Sea. We employ a commonly used global database and also the newly developed local database of oceanic DMS concentration, calculate DMS emissions using three different parameterization schemes, and perform five different model simulations for July, 2018. Results indicate that in large coastal areas of China, the average DMS emissions flux obtained with the local database is three times higher than that resulting from the global database, with a mean value of 9.1 μmol m-2 d-1 in the Bohai Sea, 8.4 μmol m-2 d-1 in the Yellow Sea and 13.4 μmol m-2 d-1 in the East China Sea. The total DMS emissions flux calculated with the Nightingale scheme is 42% higher than that obtained with the Liss and Merlivat scheme, but is 15% lower than that obtained with the Wanninkhof scheme. Among the three parameterizations, results of the Liss and Merlivat scheme agree better with the ship-based observations over China's coastal waters. DMS emissions with the Liss and Merlivat parametrization increase atmospheric sulfur dioxide (SO2) and sulfate (SO4 2-) concentration over the East China seas by 6.4% and 3.3%, respectively. Our results indicate that although the anthropogenic source is still the dominant contributor of atmospheric sulfur burden in China, biogenic DMS emissions source is nonnegligible.
Collapse
Affiliation(s)
- Shanshan Li
- Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China
| | - Golam Sarwar
- Center for Environmental Measurement and Modeling, Office of Research and Development, U.S. Environmental Protection Agency, Research Triangle Park, North Carolina, USA
| | - Junri Zhao
- Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China
| | - Yan Zhang
- Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China
- Shanghai Institute of Eco-Chongming (SIEC), Shanghai 200062, China
- Institute of Atmospheric Sciences, Fudan University, Shanghai 200438, China
| | - Shenqian Zhou
- Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China
| | - Ying Chen
- Shanghai Key Laboratory of Atmospheric Particle Pollution and Prevention (LAP3), Department of Environmental Science and Engineering, Fudan University, Shanghai 200438, China
| | - Guipeng Yang
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, College of Chemistry and Chemical Engineering, Ocean University of China, Qingdao 266100, China
| | - Alfonso Saiz-Lopez
- Department of Atmospheric Chemistry and Climate, Institute of Physical Chemistry Rocasolano, CSIC, Madrid 28006, Spain
| |
Collapse
|
4
|
Yan J, Jung J, Zhang M, Xu S, Lin Q, Zhao S, Chen L. Significant Underestimation of Gaseous Methanesulfonic Acid (MSA) over Southern Ocean. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:13064-13070. [PMID: 31670933 DOI: 10.1021/acs.est.9b05362] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Methanesulfonic acid (MSA), derived from the oxidation of dimethylsulfide (DMS), has a significant impact on biogenic sulfur cycle and climate. Gaseous MSA (MSAg) has been often ignored in previous studies due to its quick conversion to particulate MSA (MSAp) and low concentrations. MSAg, MSAp, and nss-SO42- were observed simultaneously for the first time with high-time-resolution (1 h) in the Southern Ocean (SO). The mean MSAg level reached up to 3.3 ± 1.6 pptv, ranging from ∼24.5 pptv in the SO, contributing to 31% ± 3% to the total MSA (MSAT). A reduction of the MSA to nss-SO42- ratios by about 30% was obtained when MSAg was not accounted for in the calculation, indicating that MSAg was very important in the assessment of the biogenic sulfur contributions in the atmosphere. Mass ratios of MSA to nss-SO42- increased first and then decreased with the temperature from -10 to 5 °C, with a maximum value at the temperature of -3 °C. Positive correlations between MSAg to MSAT ratios and temperature were presented, when the temperature was higher than 5 °C. This study highlights the importance of MSAg for understanding the atmospheric DMS oxidation mechanism and extends the knowledge of MSA formation in the marine atmosphere.
Collapse
Affiliation(s)
- Jinpei Yan
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| | - Jinyoung Jung
- Korea Polar Research Institute , 26 Songdomirae-ro, Yeonsu-gu , Incheon , 21990 , Republic of Korea
| | - Miming Zhang
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| | - Suqing Xu
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| | - Qi Lin
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| | - Shuhui Zhao
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| | - Liqi Chen
- Key Laboratory of Global Change and Marine-Atmospheric Chemistry , MNR , Xiamen 361005 , China
- Third Institute of Oceanography , Ministry of Natural Resources , Xiamen 361005 , China
| |
Collapse
|
5
|
Barbaro E, Feltracco M, Cesari D, Padoan S, Zangrando R, Contini D, Barbante C, Gambaro A. Characterization of the water soluble fraction in ultrafine, fine, and coarse atmospheric aerosol. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 658:1423-1439. [PMID: 30678002 DOI: 10.1016/j.scitotenv.2018.12.298] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Revised: 12/18/2018] [Accepted: 12/20/2018] [Indexed: 06/09/2023]
Abstract
Water soluble organic carbon significantly contributes to aerosol's carbon mass and its chemical composition is poorly characterized due to the huge number of species. In this study, we determined 94 water-soluble compounds: inorganic ions (Cl-, Br-, I-, NO3-, SO42-,K+, Mg+, Na+, NH4+, Ca2+), organic acids (methanesulfonic acid and C2-C7 carboxylic acids), monosaccharides, alcohol-sugars, levoglucosan and its isomers, sucrose, phenolic compounds, free l- and d-amino acids and photo-oxidation products of α-pinene (cis-pinonic acid and pinic acid). The sampling was conducted using a micro-orifice uniform deposit impactor (MOUDI) at the urban area of Mestre-Venice from March to May 2016. The main aim of this work is to identify the source of each detected compound, evaluating its particle size distribution. Clear differences in size distributions were observed for each class of analyzed compounds. The positive matrix factorization (PMF) model was used to identify six factors related to different sources: a) primary biogenic aerosol particles with particle size > 10 μm; b) secondary sulfate contribution; c) biomass burning; d) primary biogenic aerosol particles distributed between 10 and 1 μm; e) an aged sea salt input and f) SOA pinene. Each factor was also characterized by different composition in waters soluble compounds and different particles size distribution.
Collapse
Affiliation(s)
- Elena Barbaro
- Institute for the Dynamics of Environmental Processes CNR, Via Torino 155, 30172 Venice-Mestre, Italy.
| | - Matteo Feltracco
- Department of Environmental Sciences, Informatics and Statistics, Ca' Foscari University of Venice, Via Torino 155, 30172 Venice-Mestre, Italy
| | - Daniela Cesari
- Institute for the Dynamics of Environmental Processes CNR, Via Torino 155, 30172 Venice-Mestre, Italy
| | - Sara Padoan
- Department of Environmental Sciences, Informatics and Statistics, Ca' Foscari University of Venice, Via Torino 155, 30172 Venice-Mestre, Italy
| | - Roberta Zangrando
- Institute for the Dynamics of Environmental Processes CNR, Via Torino 155, 30172 Venice-Mestre, Italy
| | - Daniele Contini
- Institute of Atmospheric Sciences and Climate, ISAC-CNR, 73100 Lecce, Italy
| | - Carlo Barbante
- Institute for the Dynamics of Environmental Processes CNR, Via Torino 155, 30172 Venice-Mestre, Italy; Department of Environmental Sciences, Informatics and Statistics, Ca' Foscari University of Venice, Via Torino 155, 30172 Venice-Mestre, Italy
| | - Andrea Gambaro
- Institute for the Dynamics of Environmental Processes CNR, Via Torino 155, 30172 Venice-Mestre, Italy; Department of Environmental Sciences, Informatics and Statistics, Ca' Foscari University of Venice, Via Torino 155, 30172 Venice-Mestre, Italy
| |
Collapse
|