A top-down assessment using OMI NO<sub>2</sub> suggests an underestimate in the NO<sub><i>x</i></sub> emissions inventory in Seoul, South Korea, during KORUS-AQ
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Published:2019-02-08
Issue:3
Volume:19
Page:1801-1818
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ISSN:1680-7324
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Container-title:Atmospheric Chemistry and Physics
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language:en
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Short-container-title:Atmos. Chem. Phys.
Author:
Goldberg Daniel L., Saide Pablo E.ORCID, Lamsal Lok N., de Foy BenjaminORCID, Lu Zifeng, Woo Jung-Hun, Kim Younha, Kim Jinseok, Gao MengORCID, Carmichael Gregory, Streets David G.
Abstract
Abstract. In this work, we investigate the NOx emissions inventory in
Seoul, South Korea, using a regional ozone monitoring instrument (OMI)
NO2 product derived from the standard NASA product. We first
develop a regional OMI NO2 product by recalculating the air mass
factors using a high-resolution (4 km × 4 km) WRF-Chem model
simulation, which better captures the NO2 profile shapes in urban
regions. We then apply a model-derived spatial averaging kernel to further
downscale the retrieval and account for the subpixel variability. These two
modifications yield OMI NO2 values in the regional product that are
1.37 times larger in the Seoul metropolitan region and >2 times larger
near substantial point sources. These two modifications also yield an OMI
NO2 product that is in better agreement with the Pandora
NO2 spectrometer measurements acquired during the South
Korea–United States Air Quality (KORUS-AQ) field campaign.
NOx emissions are then derived for the Seoul metropolitan
area during the KORUS-AQ field campaign using a top-down approach with the
standard and regional NASA OMI NO2 products. We first apply the
top-down approach to a model simulation to ensure that the method is
appropriate: the WRF-Chem simulation utilizing the bottom-up emissions
inventory yields a NOx emissions rate of 227±94 kt yr−1, while the bottom-up inventory itself within a 40 km
radius of Seoul yields a NOx emissions rate of
198 kt yr−1. Using the top-down approach on the regional OMI
NO2 product, we derive the NOx emissions rate from
Seoul to be 484±201 kt yr−1, and a 353±146 kt yr−1
NOx emissions rate using the standard NASA OMI NO2
product. This suggests an underestimate of 53 % and 36 % in the
bottom-up inventory using the regional and standard NASA OMI NO2
products respectively. To supplement this finding, we compare the
NO2 and NOy simulated by WRF-Chem to observations
of the same quantity acquired by aircraft and find a model underestimate.
When NOx emissions in the WRF-Chem model are increased by a
factor of 2.13 in the Seoul metropolitan area, there is better agreement with
KORUS-AQ aircraft observations and the recalculated OMI NO2
tropospheric columns. Finally, we show that by using a WRF-Chem simulation
with an updated emissions inventory to recalculate the air mass factor (AMF),
there are small differences (∼8 %) in OMI NO2 compared to
using the original WRF-Chem simulation to derive the AMF. This suggests that
changes in model resolution have a larger effect on the AMF calculation than
modifications to the South Korean emissions inventory. Although the current
work is focused on South Korea using OMI, the methodology developed in this
work can be applied to other world regions using TROPOMI and future satellite
datasets (e.g., GEMS and TEMPO) to produce high-quality region-specific
top-down NOx emissions estimates.
Funder
National Aeronautics and Space Administration
Publisher
Copernicus GmbH
Subject
Atmospheric Science
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