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Wei X, Zhu Y, Gao Y, Gao H, Yao X. Statistical analysis and environmental impact of pre-existing particle growth events in a Northern Chinese coastal megacity: A 725-day study in 2010-2018. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 933:173227. [PMID: 38750744 DOI: 10.1016/j.scitotenv.2024.173227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 05/11/2024] [Accepted: 05/12/2024] [Indexed: 05/18/2024]
Abstract
Pre-existing particles usually constitute the major fraction of atmospheric particles, except during some episodes in the presence of strong emissions and/or secondary generation of fresh particles. Previous case studies have investigated the growth of pre-existing particles and their potential environmental and climate impacts. However, there is limited knowledge about the statistical characteristics of these growth events and related effects. In this study, we examine pre-existing particle growth events using a large dataset (725 days from 2010 to 2018) collected at a coastal megacity in northern China. The occurrence frequency of pre-existing particle growth events was 12.4 % (90 out of 725 days). When these events were related to measured criteria air pollutants, no significant differences were found in PM2.5, SO2, NO2 and NO2 + O3 concentrations between periods with and without pre-existing particle growth events. These 90-day events can be further classified into two categories, i.e., Category 1, with 68 % of events representing the growth of pre-existing particles alone, and Category 2, with 32 % of events representing the simultaneous growth of pre-existing and newly formed particles. In Category 2, the growth rates of pre-existing particles and newly formed particles were close in 21 % of the cases, while pre-existing particles exhibited significantly larger growth rates in 69 % of the cases. Conversely, in 10 % of the cases, the growth rates of newly formed particles were larger. The different growth rate mechanisms were discussed in terms of the volatility of atmospheric condensation vapors. In addition, we present case studies on the impact of pre-existing particle growth on cloud condensation nuclei simultaneously measured, specifically considering the chemistry of condensation vapors and pre-existing particles.
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Affiliation(s)
- Xing Wei
- Key Laboratory of Marine Environment and Ecology (MoE), Frontiers Sci Ctr Deep Ocean Multispheres & Earth, Sanya Oceanographic Institution, Ocean University of China, Qingdao, China
| | - Yujiao Zhu
- Environment Research Institute, Shandong University, Qingdao 266237, China
| | - Yang Gao
- Key Laboratory of Marine Environment and Ecology (MoE), Frontiers Sci Ctr Deep Ocean Multispheres & Earth, Sanya Oceanographic Institution, Ocean University of China, Qingdao, China; Laboratory for Marine Ecology and Environmental Sciences, Laoshan Laboratory, Qingdao, China
| | - Huiwang Gao
- Key Laboratory of Marine Environment and Ecology (MoE), Frontiers Sci Ctr Deep Ocean Multispheres & Earth, Sanya Oceanographic Institution, Ocean University of China, Qingdao, China; Laboratory for Marine Ecology and Environmental Sciences, Laoshan Laboratory, Qingdao, China
| | - Xiaohong Yao
- Key Laboratory of Marine Environment and Ecology (MoE), Frontiers Sci Ctr Deep Ocean Multispheres & Earth, Sanya Oceanographic Institution, Ocean University of China, Qingdao, China; Laboratory for Marine Ecology and Environmental Sciences, Laoshan Laboratory, Qingdao, China.
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2
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Garcia-Marlès M, Lara R, Reche C, Pérez N, Tobías A, Savadkoohi M, Beddows D, Salma I, Vörösmarty M, Weidinger T, Hueglin C, Mihalopoulos N, Grivas G, Kalkavouras P, Ondráček J, Zíková N, Niemi JV, Manninen HE, Green DC, Tremper AH, Norman M, Vratolis S, Eleftheriadis K, Gómez-Moreno FJ, Alonso-Blanco E, Wiedensohler A, Weinhold K, Merkel M, Bastian S, Hoffmann B, Altug H, Petit JE, Favez O, Dos Santos SM, Putaud JP, Dinoi A, Contini D, Timonen H, Lampilahti J, Petäjä T, Pandolfi M, Hopke PK, Harrison RM, Alastuey A, Querol X. Inter-annual trends of ultrafine particles in urban Europe. ENVIRONMENT INTERNATIONAL 2024; 185:108510. [PMID: 38460241 DOI: 10.1016/j.envint.2024.108510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 02/01/2024] [Accepted: 02/16/2024] [Indexed: 03/11/2024]
Abstract
Ultrafine particles (UFP, those with diameters ≤ 100 nm), have been reported to potentially penetrate deeply into the respiratory system, translocate through the alveoli, and affect various organs, potentially correlating with increased mortality. The aim of this study is to assess long-term trends (5-11 years) in mostly urban UFP concentrations based on measurements of particle number size distributions (PNSD). Additionally, concentrations of other pollutants and meteorological variables were evaluated to support the interpretations. PNSD datasets from 12 urban background (UB), 5 traffic (TR), 3 suburban background (SUB) and 1 regional background (RB) sites in 15 European cities and 1 in the USA were evaluated. The non-parametric Theil-Sen's method was used to detect monotonic trends. Meta-analyses were carried out to assess the overall trends and those for different environments. The results showed significant decreases in NO, NO2, BC, CO, and particle concentrations in the Aitken (25-100 nm) and the Accumulation (100-800 nm) modes, suggesting a positive impact of the implementation of EURO 5/V and 6/VI vehicle standards on European air quality. The growing use of Diesel Particle Filters (DPFs) might also have clearly reduced exhaust emissions of BC, PM, and the Aitken and Accumulation mode particles. However, as reported by prior studies, there remains an issue of poor control of Nucleation mode particles (smaller than 25 nm), which are not fully reduced with current DPFs, without emission controls for semi-volatile organic compounds, and might have different origins than road traffic. Thus, contrasting trends for Nucleation mode particles were obtained across the cities studied. This mode also affected the UFP and total PNC trends because of the high proportion of Nucleation mode particles in both concentration ranges. It was also found that the urban temperature increasing trends might have also influenced those of PNC, Nucleation and Aitken modes.
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Affiliation(s)
- Meritxell Garcia-Marlès
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain; Department of Applied Physics-Meteorology, University of Barcelona, Barcelona, 08028, Spain.
| | - Rosa Lara
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Cristina Reche
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Noemí Pérez
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Aurelio Tobías
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Marjan Savadkoohi
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain; Department of Mining, Industrial and ICT Engineering (EMIT), Manresa School of Engineering (EPSEM), Universitat Politècnica de Catalunya (UPC), Manresa 08242, Spain
| | - David Beddows
- Division of Environmental Health and Risk Management, School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom
| | - Imre Salma
- Institute of Chemistry, Eötvös Loránd University, Budapest, Hungary
| | - Máté Vörösmarty
- Hevesy György Ph.D. School of Chemistry, Eötvös Loránd University, Budapest, Hungary
| | - Tamás Weidinger
- Department of Meteorology, Eötvös Loránd University, Budapest, Hungary
| | - Christoph Hueglin
- Laboratory for Air Pollution and Environmental Technology, Swiss Federal Laboratories for Materials Science and Technology (Empa), 8600 Duebendorf, Switzerland
| | - Nikos Mihalopoulos
- Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, 71003 Heraklion, Greece; Institute for Environmental Research & Sustainable Development, National Observatory of Athens, 11810 Athens, Greece
| | - Georgios Grivas
- Institute for Environmental Research & Sustainable Development, National Observatory of Athens, 11810 Athens, Greece
| | - Panayiotis Kalkavouras
- Institute for Environmental Research & Sustainable Development, National Observatory of Athens, 11810 Athens, Greece; Department of Environment, University of the Aegean, 81100 Mytilene, Greece
| | - Jakub Ondráček
- Laboratory of Aerosols Chemistry and Physics, Institute of Chemical Process Fundamentals, v.v.i, Academy of Sciences of the Czech Republic, Rozvojova 1, Prague, Czech Republic
| | - Nadĕžda Zíková
- Laboratory of Aerosols Chemistry and Physics, Institute of Chemical Process Fundamentals, v.v.i, Academy of Sciences of the Czech Republic, Rozvojova 1, Prague, Czech Republic
| | - Jarkko V Niemi
- Helsinki Region Environmental Services Authority (HSY), 00240 Helsinki, Finland
| | - Hanna E Manninen
- Helsinki Region Environmental Services Authority (HSY), 00240 Helsinki, Finland
| | - David C Green
- MRC Centre for Environment and Health, Environmental Research Group, Imperial College London, United Kingdom; NIHR HPRU in Environmental Exposures and Health, Imperial College London, United Kingdom
| | - Anja H Tremper
- MRC Centre for Environment and Health, Environmental Research Group, Imperial College London, United Kingdom
| | - Michael Norman
- Environment and Health Administration, SLB-analys, Box 8136, 104 20 Stockholm, Sweden
| | - Stergios Vratolis
- ENRACT, Institute of Nuclear and Radiological Science & Technology, Energy & Safety, NCSR Demokritos, 15310 Ag. Paraskevi, Athens, Greece
| | - Konstantinos Eleftheriadis
- ENRACT, Institute of Nuclear and Radiological Science & Technology, Energy & Safety, NCSR Demokritos, 15310 Ag. Paraskevi, Athens, Greece
| | | | | | | | - Kay Weinhold
- Leibniz Institute for Tropospheric Research (TROPOS), Leipzig, Germany
| | - Maik Merkel
- Leibniz Institute for Tropospheric Research (TROPOS), Leipzig, Germany
| | - Susanne Bastian
- Saxon State Office for Environment, Agriculture and Geology (LfULG), Dresden, German
| | - Barbara Hoffmann
- Institute for Occupational, Social and Environmental Medicine, Medical Faculty, Heinrich-Heine-University of Düsseldorf, Germany
| | - Hicran Altug
- Institute for Occupational, Social and Environmental Medicine, Medical Faculty, Heinrich-Heine-University of Düsseldorf, Germany
| | - Jean-Eudes Petit
- Laboratoire des Sciences du Climat et de l'Environnement, CEA/Orme des Merisiers, 91191 Gif-sur-Yvette, France
| | - Olivier Favez
- Institut National de l'Environnement Industriel et des Risques (INERIS), Parc Technologique Alata BP2, 60550 Verneuil-en-Halatte, France
| | | | | | - Adelaide Dinoi
- Institute of Atmospheric Sciences and Climate of National Research Council, ISAC-CNR, 73100 Lecce, Italy
| | - Daniele Contini
- Institute of Atmospheric Sciences and Climate of National Research Council, ISAC-CNR, 73100 Lecce, Italy
| | - Hilkka Timonen
- Finnish Meteorological Institute, Atmospheric Composition Research, Helsinki, Finland
| | - Janne Lampilahti
- Institute for Atmospheric and Earth System Research (INAR), Faculty of Science, University of Helsinki, Finland
| | - Tuukka Petäjä
- Institute for Atmospheric and Earth System Research (INAR), Faculty of Science, University of Helsinki, Finland
| | - Marco Pandolfi
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Philip K Hopke
- Department of Public Health Sciences, University of Rochester School of Medicine & Dentistry, Rochester, NY 14642, USA
| | - Roy M Harrison
- Division of Environmental Health and Risk Management, School of Geography, Earth and Environmental Sciences, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom; Department of Environmental Sciences, Faculty of Meteorology, Environment and Arid Land Agriculture, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Andrés Alastuey
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain
| | - Xavier Querol
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), 08034 Barcelona, Spain.
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3
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Trechera P, Garcia-Marlès M, Liu X, Reche C, Pérez N, Savadkoohi M, Beddows D, Salma I, Vörösmarty M, Casans A, Casquero-Vera JA, Hueglin C, Marchand N, Chazeau B, Gille G, Kalkavouras P, Mihalopoulos N, Ondracek J, Zikova N, Niemi JV, Manninen HE, Green DC, Tremper AH, Norman M, Vratolis S, Eleftheriadis K, Gómez-Moreno FJ, Alonso-Blanco E, Gerwig H, Wiedensohler A, Weinhold K, Merkel M, Bastian S, Petit JE, Favez O, Crumeyrolle S, Ferlay N, Martins Dos Santos S, Putaud JP, Timonen H, Lampilahti J, Asbach C, Wolf C, Kaminski H, Altug H, Hoffmann B, Rich DQ, Pandolfi M, Harrison RM, Hopke PK, Petäjä T, Alastuey A, Querol X. Phenomenology of ultrafine particle concentrations and size distribution across urban Europe. ENVIRONMENT INTERNATIONAL 2023; 172:107744. [PMID: 36696793 DOI: 10.1016/j.envint.2023.107744] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 12/30/2022] [Accepted: 01/07/2023] [Indexed: 06/17/2023]
Abstract
The 2017-2019 hourly particle number size distributions (PNSD) from 26 sites in Europe and 1 in the US were evaluated focusing on 16 urban background (UB) and 6 traffic (TR) sites in the framework of Research Infrastructures services reinforcing air quality monitoring capacities in European URBAN & industrial areaS (RI-URBANS) project. The main objective was to describe the phenomenology of urban ultrafine particles (UFP) in Europe with a significant air quality focus. The varying lower size detection limits made it difficult to compare PN concentrations (PNC), particularly PN10-25, from different cities. PNCs follow a TR > UB > Suburban (SUB) order. PNC and Black Carbon (BC) progressively increase from Northern Europe to Southern Europe and from Western to Eastern Europe. At the UB sites, typical traffic rush hour PNC peaks are evident, many also showing midday-morning PNC peaks anti-correlated with BC. These peaks result from increased PN10-25, suggesting significant PNC contributions from nucleation, fumigation and shipping. Site types to be identified by daily and seasonal PNC and BC patterns are: (i) PNC mainly driven by traffic emissions, with marked correlations with BC on different time scales; (ii) marked midday/morning PNC peaks and a seasonal anti-correlation with PNC/BC; (iii) both traffic peaks and midday peaks without marked seasonal patterns. Groups (ii) and (iii) included cities with high insolation. PNC, especially PN25-800, was positively correlated with BC, NO2, CO and PM for several sites. The variable correlation of PNSD with different urban pollutants demonstrates that these do not reflect the variability of UFP in urban environments. Specific monitoring of PNSD is needed if nanoparticles and their associated health impacts are to be assessed. Implementation of the CEN-ACTRIS recommendations for PNSD measurements would provide comparable measurements, and measurements of <10 nm PNC are needed for full evaluation of the health effects of this size fraction.
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Affiliation(s)
- Pedro Trechera
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain.
| | - Meritxell Garcia-Marlès
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain; Department of Applied Physics-Meteorology, University of Barcelona, Barcelona, Spain.
| | - Xiansheng Liu
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain
| | - Cristina Reche
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain
| | - Noemí Pérez
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain
| | - Marjan Savadkoohi
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain; Department of Natural Resources & Environment, Industrial & TIC Engineering (EMIT-UPC), Manresa, Spain
| | - David Beddows
- Division of Environmental Health and Risk Management, School of Geography, Earth and Environmental Sciences University of Birmingham, Edgbaston, Birmingham, United Kingdom
| | - Imre Salma
- Institute of Chemistry, Eötvös Loránd University, Budapest, Hungary
| | - Máté Vörösmarty
- Hevesy György Ph.D. School of Chemistry, Eötvös Loránd University, Budapest, Hungary
| | - Andrea Casans
- Andalusian Institute for Earth System Research (IISTA-CEAMA), University of Granada, Granada, Spain
| | | | - Christoph Hueglin
- Laboratory for Air Pollution and Environmental Technology, Swiss Federal Laboratories for Materials Science and Technology (Empa), Duebendorf, Switzerland
| | | | - Benjamin Chazeau
- Aix Marseille Univ., CNRS, LCE, Marseille, France; Laboratory of Atmospheric Chemistry, Paul Scherrer Institute, Villigen, Switzerland
| | - Grégory Gille
- AtmoSud, Regional Network for Air Quality Monitoring of Provence-Alpes-Côte-d'Azur, Marseille, France
| | - Panayiotis Kalkavouras
- Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, Heraklion, Greece; Institute for Environmental Research & Sustainable Development, National Observatory of Athens, Athens, Greece
| | - Nikos Mihalopoulos
- Environmental Chemical Processes Laboratory, Department of Chemistry, University of Crete, Heraklion, Greece; Institute for Environmental Research & Sustainable Development, National Observatory of Athens, Athens, Greece
| | - Jakub Ondracek
- Laboratory of Aerosols Chemistry and Physics, Institute of Chemical Process Fundamentals, Academy of Sciences of the Czech Republic, Rozvojova, Prague, Czech Republic
| | - Nadia Zikova
- Laboratory of Aerosols Chemistry and Physics, Institute of Chemical Process Fundamentals, Academy of Sciences of the Czech Republic, Rozvojova, Prague, Czech Republic
| | - Jarkko V Niemi
- Helsinki Region Environmental Services Authority (HSY), Helsinki, Finland
| | - Hanna E Manninen
- Helsinki Region Environmental Services Authority (HSY), Helsinki, Finland
| | - David C Green
- MRC Centre for Environment and Health, Environmental Research Group, Imperial College London, UK; NIHR HPRU in Environmental Exposures and Health, Imperial College London, UK
| | - Anja H Tremper
- MRC Centre for Environment and Health, Environmental Research Group, Imperial College London, UK
| | - Michael Norman
- Environment and Health Administration, SLB-analys, Stockholm, Sweden
| | - Stergios Vratolis
- ENRACT, Institute of Nuclear and Radiological Science & Technology, Energy & Safety, NCSR Demokritos, 1Athens, Greece
| | - Konstantinos Eleftheriadis
- ENRACT, Institute of Nuclear and Radiological Science & Technology, Energy & Safety, NCSR Demokritos, 1Athens, Greece
| | | | | | - Holger Gerwig
- German Environment Agency (UBA), Dessau-Roßlau, Germany
| | | | - Kay Weinhold
- Leibniz Institute for Tropospheric Research (TROPOS), Leipzig, Germany
| | - Maik Merkel
- Leibniz Institute for Tropospheric Research (TROPOS), Leipzig, Germany
| | - Susanne Bastian
- Saxon State Office for Environment, Agriculture and Geology (LfULG), Dresden, Germany
| | - Jean-Eudes Petit
- Laboratoire des Sciences du Climat et de l'Environnement, CEA/Orme des Merisiers, Gif-sur-Yvette, France
| | - Olivier Favez
- Institut National de l'Environnement Industriel et des Risques (INERIS), Verneuil-en-Halatte, France
| | - Suzanne Crumeyrolle
- University Lille, CNRS, UMR 8518 Laboratoire d'Optique Atmosphérique (LOA), Lille, France
| | - Nicolas Ferlay
- University Lille, CNRS, UMR 8518 Laboratoire d'Optique Atmosphérique (LOA), Lille, France
| | | | | | - Hilkka Timonen
- Finnish Meteorological Institute, Atmospheric Composition Research, Helsinki, Finland
| | - Janne Lampilahti
- Institute for Atmospheric and Earth System Research (INAR), Faculty of Science, University of Helsinki, Finland
| | - Christof Asbach
- Air Quality & Sustainable Nanotechnology to Filtration & Aerosol Research, Institute of Energy and Environmental technology e.V. (IUTA), Duisburg, Germany
| | - Carmen Wolf
- Air Quality & Sustainable Nanotechnology to Filtration & Aerosol Research, Institute of Energy and Environmental technology e.V. (IUTA), Duisburg, Germany
| | - Heinz Kaminski
- Air Quality & Sustainable Nanotechnology to Filtration & Aerosol Research, Institute of Energy and Environmental technology e.V. (IUTA), Duisburg, Germany
| | - Hicran Altug
- Institute for Occupational, Social and Environmental Medicine, Centre for Health and Society, Medical Faculty, University of Düsseldorf, Düsseldorf, Germany
| | - Barbara Hoffmann
- Institute for Occupational, Social and Environmental Medicine, Centre for Health and Society, Medical Faculty, University of Düsseldorf, Düsseldorf, Germany
| | - David Q Rich
- Department of Public Health Sciences, University of Rochester School of Medicine & Dentistry, Rochester, NY, USA
| | - Marco Pandolfi
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain
| | - Roy M Harrison
- Division of Environmental Health and Risk Management, School of Geography, Earth and Environmental Sciences University of Birmingham, Edgbaston, Birmingham, United Kingdom; Department of Environmental Sciences, Faculty of Meteorology, Environment and Arid Land Agriculture, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Philip K Hopke
- Department of Public Health Sciences, University of Rochester School of Medicine & Dentistry, Rochester, NY, USA
| | - Tuukka Petäjä
- Institute for Atmospheric and Earth System Research (INAR), Faculty of Science, University of Helsinki, Finland
| | - Andrés Alastuey
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain
| | - Xavier Querol
- Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain.
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4
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Mueller SC, Hudda N, Levy JI, Durant JL, Patil P, Lee NF, Weiss I, Tatro T, Duhl T, Lane K. Changes in Ultrafine Particle Concentrations near a Major Airport Following Reduced Transportation Activity during the COVID-19 Pandemic. ENVIRONMENTAL SCIENCE & TECHNOLOGY LETTERS 2022; 9:706-711. [PMID: 36118960 PMCID: PMC9477096 DOI: 10.1021/acs.estlett.2c00322] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 08/02/2022] [Accepted: 08/03/2022] [Indexed: 05/30/2023]
Abstract
Mobility reductions following the COVID-19 pandemic in the United States were higher, and sustained longer, for aviation than ground transportation activity. We evaluate changes in ultrafine particle (UFP, Dp < 100 nm, a marker of fuel-combustion emissions) concentrations at a site near Logan Airport (Boston, Massachusetts) in relation to mobility reductions. Several years of particle number concentration (PNC) data prepandemic [1/2017-9/2018] and during the state-of-emergency (SOE) phase of the pandemic [4/2020-6/2021] were analyzed to assess the emissions reduction impact on PNC, controlling for season and wind direction. Mean PNC was 48% lower during the first three months of the SOE than prepandemic, consistent with 74% lower flight activity and 39% (local)-51% (highway) lower traffic volume. Traffic volume and mean PNC for all wind directions returned to prepandemic levels by 6/2021; however, when the site was downwind from Logan Airport, PNC remained lower than prepandemic levels (by 23%), consistent with lower-than-normal flight activity (44% below prepandemic levels). Our study shows the effect of pandemic-related mobility changes on PNC in a near-airport community, and it distinguishes aviation-related and ground transportation source contributions.
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Affiliation(s)
- Sean C. Mueller
- Department
of Environmental Health, Boston University
School of Public Health, 715 Albany Street, Boston, Massachusetts 02118, United States
| | - Neelakshi Hudda
- Department
of Civil and Environmental Engineering, Tufts University, 200 College Avenue, Medford, Massachusetts 02155, United States
| | - Jonathan I. Levy
- Department
of Environmental Health, Boston University
School of Public Health, 715 Albany Street, Boston, Massachusetts 02118, United States
| | - John L. Durant
- Department
of Civil and Environmental Engineering, Tufts University, 200 College Avenue, Medford, Massachusetts 02155, United States
| | - Prasad Patil
- Department
of Biostatistics, Boston University School
of Public Health, 715
Albany Street, Boston, Massachusetts 02118, United States
| | - Nina Franzen Lee
- Department
of Environmental Health, Boston University
School of Public Health, 715 Albany Street, Boston, Massachusetts 02118, United States
| | - Ida Weiss
- Department
of Civil and Environmental Engineering, Tufts University, 200 College Avenue, Medford, Massachusetts 02155, United States
| | - Tyler Tatro
- Department
of Civil and Environmental Engineering, Tufts University, 200 College Avenue, Medford, Massachusetts 02155, United States
| | - Tiffany Duhl
- Department
of Civil and Environmental Engineering, Tufts University, 200 College Avenue, Medford, Massachusetts 02155, United States
| | - Kevin Lane
- Department
of Environmental Health, Boston University
School of Public Health, 715 Albany Street, Boston, Massachusetts 02118, United States
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5
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Lovrić M, Antunović M, Šunić I, Vuković M, Kecorius S, Kröll M, Bešlić I, Godec R, Pehnec G, Geiger BC, Grange SK, Šimić I. Machine Learning and Meteorological Normalization for Assessment of Particulate Matter Changes during the COVID-19 Lockdown in Zagreb, Croatia. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19116937. [PMID: 35682517 PMCID: PMC9180289 DOI: 10.3390/ijerph19116937] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 05/30/2022] [Accepted: 06/02/2022] [Indexed: 02/04/2023]
Abstract
In this paper, the authors investigated changes in mass concentrations of particulate matter (PM) during the Coronavirus Disease of 2019 (COVID-19) lockdown. Daily samples of PM1, PM2.5 and PM10 fractions were measured at an urban background sampling site in Zagreb, Croatia from 2009 to late 2020. For the purpose of meteorological normalization, the mass concentrations were fed alongside meteorological and temporal data to Random Forest (RF) and LightGBM (LGB) models tuned by Bayesian optimization. The models’ predictions were subsequently de-weathered by meteorological normalization using repeated random resampling of all predictive variables except the trend variable. Three pollution periods in 2020 were examined in detail: January and February, as pre-lockdown, the month of April as the lockdown period, as well as June and July as the “new normal”. An evaluation using normalized mass concentrations of particulate matter and Analysis of variance (ANOVA) was conducted. The results showed that no significant differences were observed for PM1, PM2.5 and PM10 in April 2020—compared to the same period in 2018 and 2019. No significant changes were observed for the “new normal” as well. The results thus indicate that a reduction in mobility during COVID-19 lockdown in Zagreb, Croatia, did not significantly affect particulate matter concentration in the long-term..
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Affiliation(s)
- Mario Lovrić
- Know-Center, Inffeldgasse 13, 8010 Graz, Austria; (M.K.); (B.C.G.)
- Institute for Anthropological Research, Gajeva 32, 10000 Zagreb, Croatia;
- Correspondence: (M.L.); (I.S.)
| | | | - Iva Šunić
- Institute for Anthropological Research, Gajeva 32, 10000 Zagreb, Croatia;
| | - Matej Vuković
- Pro2Future GmbH, Inffeldgasse 25F, 8010 Graz, Austria;
| | - Simonas Kecorius
- Institute of Epidemiology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764 Neuherberg, Germany;
| | - Mark Kröll
- Know-Center, Inffeldgasse 13, 8010 Graz, Austria; (M.K.); (B.C.G.)
| | - Ivan Bešlić
- Environmental Hygiene Unit, Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000 Zagreb, Croatia; (I.B.); (R.G.); (G.P.)
| | - Ranka Godec
- Environmental Hygiene Unit, Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000 Zagreb, Croatia; (I.B.); (R.G.); (G.P.)
| | - Gordana Pehnec
- Environmental Hygiene Unit, Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000 Zagreb, Croatia; (I.B.); (R.G.); (G.P.)
| | | | - Stuart K. Grange
- Empa, Swiss Federal Laboratories for Materials Science and Technology, 8600 Dübendorf, Switzerland;
- Wolfson Atmospheric Chemistry Laboratories, Department of Chemistry, University of York, York YO10 5DD, UK
| | - Iva Šimić
- Environmental Hygiene Unit, Institute for Medical Research and Occupational Health, Ksaverska cesta 2, 10000 Zagreb, Croatia; (I.B.); (R.G.); (G.P.)
- Correspondence: (M.L.); (I.S.)
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Gini M, Manousakas M, Karydas AG, Eleftheriadis K. Mass size distributions, composition and dose estimates of particulate matter in Saharan dust outbreaks. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022; 298:118768. [PMID: 34990737 DOI: 10.1016/j.envpol.2021.118768] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 12/06/2021] [Accepted: 12/27/2021] [Indexed: 06/14/2023]
Abstract
The present study highlights the importance of examining the contribution of Saharan dust (SD) sources not only in terms of overall mass contribution but also in terms of composition, size distribution and inhaled dose. The effect of SD intrusions on PM and the respective major and trace metals mass concentrations and size distributions was investigated in a suburban site in Athens, Greece. SD events were associated, on average, with lower boundary layer heights (BLH) compared to the non-Sahara (nSD) dust days. During SD events, PM1-10 concentrations showed an increasing trend with increasing atmospheric BLH, in contrary to the fine PM (PM1). Generally, increased PM1 and CO (i.e. anthropogenic origin) levels were observed for BLH lower than around 500 m. The average contribution of SD to PM10 and PM2.5 mass concentration was roughly equal to 30.9% and 19.4%, respectively. The mass size distributions of PM and specific major and trace elements (Na, Al, Si, S, Cl, K, Ca, Fe, and Zn) displayed a somewhat different behavior with respect to the mass origin (Algeria-Tunisia vs Libya-Egypt), affecting in turn the regional deposition of inhaled aerosol in the human respiratory tract (HRT). The average PM deposited mass in the upper and lower HRT was 80.1% (Head) and 26.9% (Lung; Tracheobronchial and Pulmonary region) higher for SD days than for nSD days. Higher doses were estimated in the upper and lower HRT for the majority of the elements, when SD intrusions occurred, supporting the increasingly growing interest in exploring the health effects of SD. Only the mass deposition for S, and Na in the lower HRT and Zn in the upper HRT was higher in the case of nSD.
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Affiliation(s)
- M Gini
- Environmental Radioactivity Laboratory, Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, N.C.S.R. "Demokritos", Agia Paraskevi, Athens, 15310, Greece.
| | - M Manousakas
- Environmental Radioactivity Laboratory, Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, N.C.S.R. "Demokritos", Agia Paraskevi, Athens, 15310, Greece; Laboratory of Atmospheric Chemistry, Paul Scherrer Institute (PSI), Villigen, Switzerland
| | - A G Karydas
- Institute of Nuclear and Particle Physics, N.C.S.R. "Demokritos", 15310, Agia Paraskevi, Athens, Greece
| | - K Eleftheriadis
- Environmental Radioactivity Laboratory, Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, N.C.S.R. "Demokritos", Agia Paraskevi, Athens, 15310, Greece
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