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Diesel passenger vehicle shares influenced COVID-19 changes in urban nitrogen dioxide pollution
被引:2
|作者:
Kerr, Gaige Hunter
[1
]
Goldberg, Daniel L.
[1
]
Emma Knowland, K.
[2
,3
,7
]
Keller, Christoph A.
[2
,3
,7
]
Oladini, Dolly
[4
]
Kheirbek, Iyad
[5
]
Mahoney, Lucy
[4
]
Lu, Zifeng
[6
]
Anenberg, Susan C.
[1
]
机构:
[1] George Washington Univ, Dept Environm & Occupat Hlth, Milken Inst Sch Publ Hlth, Washington, DC 20052 USA
[2] Univ Space Res Assoc USRA GESTAR, Columbia, MD USA
[3] NASA Goddard Space Flight Ctr GSFC, Global Modeling & Assimilat Off GMAO, Greenbelt, MD USA
[4] C40 Cities, London, England
[5] C40 Cities Climate Leadership Grp Inc, New York, NY USA
[6] Argonne Natl Lab, Div Energy Syst, Syst Assessment Ctr, Lemont, IL USA
[7] Morgan State Univ GESTAR II, Baltimore, MD USA
关键词:
urban air quality;
machine learning;
environmental modeling;
COVID-19;
nitrogen dioxide;
diesel;
atmospheric chemistry;
ON-ROAD EMISSIONS;
NOX EMISSIONS;
IMPACTS;
CLIMATE;
LEVEL;
CARS;
D O I:
10.1088/1748-9326/ac7659
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Diesel-powered vehicles emit several times more nitrogen oxides than comparable gasoline-powered vehicles, leading to ambient nitrogen dioxide (NO2) pollution and adverse health impacts. The COVID-19 pandemic and ensuing changes in emissions provide a natural experiment to test whether NO2 reductions have been starker in regions of Europe with larger diesel passenger vehicle shares. Here we use a semi-empirical approach that combines in-situ NO2 observations from urban areas and an atmospheric composition model within a machine learning algorithm to estimate business-as-usual NO2 during the first wave of the COVID-19 pandemic in 2020. These estimates account for the moderating influences of meteorology, chemistry, and traffic. Comparing the observed NO2 concentrations against business-as-usual estimates indicates that diesel passenger vehicle shares played a major role in the magnitude of NO2 reductions. European cities with the five largest shares of diesel passenger vehicles experienced NO2 reductions similar to 2.5 times larger than cities with the five smallest diesel shares. Extending our methods to a cohort of non-European cities reveals that NO2 reductions in these cities were generally smaller than reductions in European cities, which was expected given their small diesel shares. We identify potential factors such as the deterioration of engine controls associated with older diesel vehicles to explain spread in the relationship between cities' shares of diesel vehicles and changes in NO2 during the pandemic. Our results provide a glimpse of potential NO2 reductions that could accompany future deliberate efforts to phase out or remove passenger vehicles from cities.
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