Preprints
https://doi.org/10.5194/egusphere-2026-1499
https://doi.org/10.5194/egusphere-2026-1499
01 Apr 2026
 | 01 Apr 2026
Status: this preprint is open for discussion and under review for Atmospheric Chemistry and Physics (ACP).

Do GEMS geostationary satellite observations of tropospheric NO2 always improve NOx emission estimates and related air quality modelling?

Fei Yao, Paul I. Palmer, Xiaolin Wang, Yi Wang, Gitaek T. Lee, Haolin Wang, Liang Feng, Daven K. Henze, and Rokjin J. Park

Abstract. Satellite observations of atmospheric composition from low Earth orbit (LEO) have significantly advanced our understanding of global tropospheric chemistry; however, their 12-hour overpass cadence limits the attribution of rapid compositional changes. The launch of the Korean Geostationary Environment Monitoring Spectrometer (GEMS) in 2020 heralded the beginning of continuous spaceborne monitoring of atmospheric composition during sunlit hours across Asia, allowing researchers to track atmospheric variability in real-time from a geostationary perspective. We assess the added value of GEMS observations of tropospheric NO2 to estimate monthly emissions of NOx across Asia compared with the information provided by the equivalent instrument in LEO. We use the adjoint of the GEOS-Chem atmospheric chemistry transport model to infer NOx emissions, comparing estimates using the full set of GEMS tropospheric NO2 data against a surrogate LEO dataset created by subsampling the GEMS data at 13:45 local time (Korea Standard Time, KST). We find that the benefits of assimilating high-frequency GEMS observations are most significant during non-summer months (September−May), when elevated NO2 concentrations and pronounced diurnal variability provide strong constraints on emission estimates. During this period, NOx emission estimates derived from the full GEMS record deviate substantially from LEO-proxy results, with differences of 0.2−52.6 GgN month−1, corresponding to 0.02−5.06 % of the a priori emissions. These differences further propagate into widespread adjustments in modelled ozone, hydroxyl radicals, and other secondary species, with evaluation against independent in situ measurements showing that GEMS-inferred emission estimates offer comparable or superior performance particularly in regions where the differences are most pronounced. In contrast, we find that during summer months (June−August), low NO2 levels likely introduce retrieval uncertainties that challenge the data assimilation framework in which only anthropogenic NOx sources are optimised, leading to negligible or even detrimental impacts on our ability to estimate NOx emissions.

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Fei Yao, Paul I. Palmer, Xiaolin Wang, Yi Wang, Gitaek T. Lee, Haolin Wang, Liang Feng, Daven K. Henze, and Rokjin J. Park

Status: open (until 13 May 2026)

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Fei Yao, Paul I. Palmer, Xiaolin Wang, Yi Wang, Gitaek T. Lee, Haolin Wang, Liang Feng, Daven K. Henze, and Rokjin J. Park
Fei Yao, Paul I. Palmer, Xiaolin Wang, Yi Wang, Gitaek T. Lee, Haolin Wang, Liang Feng, Daven K. Henze, and Rokjin J. Park

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Short summary
We assess the added value of GEMS geostationary satellite observations of tropospheric NO2 to constrain NOx emission estimates and subsequent air quality modelling over a full annual cycle across Asia. We observe a clear seasonal divide, with significant benefits outside summer while limited or even detrimental impacts during summer. Our findings clarify when and how high frequency geostationary data can be most effectively used to improve our understanding of atmospheric composition.
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