CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes

Recent advances in satellite observations of methane provide increased opportunities for inverse modeling. However, challenges exist in the satellite observation optimization and retrievals for high latitudes. In this study, we examine possibilities and challenges in the use of the total column aver...

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Main Authors: Tsuruta, Aki, Kivimäki, Ella, Lindqvist, Hannakaisa, Karppinen, Tomi, Backman, Leif, Hakkarainen, Janne, Schneising, Oliver, Buchwitz, Michael, Lan, Xin, Kivi, Rigel, Chen, Huilin, Buschmann, Matthias, Herkommer, Benedikt, Notholt, Justus, Roehl, Coleen, Té, Yao, Wunch, Debra, Tamminen, Johanna, Aalto, Tuula
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2023
Subjects:
Online Access:https://publikationen.bibliothek.kit.edu/1000160377
https://publikationen.bibliothek.kit.edu/1000160377/150983628
https://doi.org/10.5445/IR/1000160377
id ftubkarlsruhe:oai:EVASTAR-Karlsruhe.de:1000160377
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spelling ftubkarlsruhe:oai:EVASTAR-Karlsruhe.de:1000160377 2023-11-12T04:17:03+01:00 CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes Tsuruta, Aki Kivimäki, Ella Lindqvist, Hannakaisa Karppinen, Tomi Backman, Leif Hakkarainen, Janne Schneising, Oliver Buchwitz, Michael Lan, Xin Kivi, Rigel Chen, Huilin Buschmann, Matthias Herkommer, Benedikt Notholt, Justus Roehl, Coleen Té, Yao Wunch, Debra Tamminen, Johanna Aalto, Tuula 2023-07-11 application/pdf https://publikationen.bibliothek.kit.edu/1000160377 https://publikationen.bibliothek.kit.edu/1000160377/150983628 https://doi.org/10.5445/IR/1000160377 eng eng MDPI info:eu-repo/semantics/altIdentifier/wos/000960639900001 info:eu-repo/semantics/altIdentifier/doi/10.3390/rs15061620 info:eu-repo/semantics/altIdentifier/issn/2072-4292 https://publikationen.bibliothek.kit.edu/1000160377 https://publikationen.bibliothek.kit.edu/1000160377/150983628 https://doi.org/10.5445/IR/1000160377 https://creativecommons.org/licenses/by/4.0/deed.de info:eu-repo/semantics/openAccess Remote Sensing, 15 (6), Art.-Nr.: 1620 ISSN: 2072-4292 methane atmospheric inversion TROPOMI XCH4 northern high latitudes ddc:550 Earth sciences info:eu-repo/classification/ddc/550 doc-type:article Text info:eu-repo/semantics/article article info:eu-repo/semantics/publishedVersion 2023 ftubkarlsruhe https://doi.org/10.5445/IR/100016037710.3390/rs15061620 2023-10-15T22:09:28Z Recent advances in satellite observations of methane provide increased opportunities for inverse modeling. However, challenges exist in the satellite observation optimization and retrievals for high latitudes. In this study, we examine possibilities and challenges in the use of the total column averaged dry-air mole fractions of methane (XCH$_4$) data over land from the TROPOspheric Monitoring Instrument (TROPOMI) on board the Sentinel 5 Precursor satellite in the estimation of CH4 fluxes using the CarbonTracker Europe-CH$_4$ (CTE-CH$_4$) atmospheric inverse model. We carry out simulations assimilating two retrieval products: Netherlands Institute for Space Research’s (SRON) operational and University of Bremen’s Weighting Function Modified Differential Optical Absorption Spectroscopy (WFM-DOAS). For comparison, we also carry out a simulation assimilating the ground-based surface data. Our results show smaller regional emissions in the TROPOMI inversions compared to the prior and surface inversion, although they are roughly within the range of the previous studies. The wetland emissions in summer and anthropogenic emissions in spring are lesser. The inversion results based on the two satellite datasets show many similarities in terms of spatial distribution and time series but also clear differences, especially in Canada, where CH$_4$ emission maximum is later, when the SRON’s operational data are assimilated. The TROPOMI inversions show higher CH$_4$ emissions from oil and gas production and coal mining from Russia and Kazakhstan. The location of hotspots in the TROPOMI inversions did not change compared to the prior, but all inversions indicated spatially more homogeneous high wetland emissions in northern Fennoscandia. In addition, we find that the regional monthly wetland emissions in the TROPOMI inversions do not correlate with the anthropogenic emissions as strongly as those in the surface inversion. The uncertainty estimates in the TROPOMI inversions are more homogeneous in space, and the regional ... Article in Journal/Newspaper Fennoscandia KITopen (Karlsruhe Institute of Technologie) Canada The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983)
institution Open Polar
collection KITopen (Karlsruhe Institute of Technologie)
op_collection_id ftubkarlsruhe
language English
topic methane
atmospheric inversion
TROPOMI XCH4
northern high latitudes
ddc:550
Earth sciences
info:eu-repo/classification/ddc/550
spellingShingle methane
atmospheric inversion
TROPOMI XCH4
northern high latitudes
ddc:550
Earth sciences
info:eu-repo/classification/ddc/550
Tsuruta, Aki
Kivimäki, Ella
Lindqvist, Hannakaisa
Karppinen, Tomi
Backman, Leif
Hakkarainen, Janne
Schneising, Oliver
Buchwitz, Michael
Lan, Xin
Kivi, Rigel
Chen, Huilin
Buschmann, Matthias
Herkommer, Benedikt
Notholt, Justus
Roehl, Coleen
Té, Yao
Wunch, Debra
Tamminen, Johanna
Aalto, Tuula
CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
topic_facet methane
atmospheric inversion
TROPOMI XCH4
northern high latitudes
ddc:550
Earth sciences
info:eu-repo/classification/ddc/550
description Recent advances in satellite observations of methane provide increased opportunities for inverse modeling. However, challenges exist in the satellite observation optimization and retrievals for high latitudes. In this study, we examine possibilities and challenges in the use of the total column averaged dry-air mole fractions of methane (XCH$_4$) data over land from the TROPOspheric Monitoring Instrument (TROPOMI) on board the Sentinel 5 Precursor satellite in the estimation of CH4 fluxes using the CarbonTracker Europe-CH$_4$ (CTE-CH$_4$) atmospheric inverse model. We carry out simulations assimilating two retrieval products: Netherlands Institute for Space Research’s (SRON) operational and University of Bremen’s Weighting Function Modified Differential Optical Absorption Spectroscopy (WFM-DOAS). For comparison, we also carry out a simulation assimilating the ground-based surface data. Our results show smaller regional emissions in the TROPOMI inversions compared to the prior and surface inversion, although they are roughly within the range of the previous studies. The wetland emissions in summer and anthropogenic emissions in spring are lesser. The inversion results based on the two satellite datasets show many similarities in terms of spatial distribution and time series but also clear differences, especially in Canada, where CH$_4$ emission maximum is later, when the SRON’s operational data are assimilated. The TROPOMI inversions show higher CH$_4$ emissions from oil and gas production and coal mining from Russia and Kazakhstan. The location of hotspots in the TROPOMI inversions did not change compared to the prior, but all inversions indicated spatially more homogeneous high wetland emissions in northern Fennoscandia. In addition, we find that the regional monthly wetland emissions in the TROPOMI inversions do not correlate with the anthropogenic emissions as strongly as those in the surface inversion. The uncertainty estimates in the TROPOMI inversions are more homogeneous in space, and the regional ...
format Article in Journal/Newspaper
author Tsuruta, Aki
Kivimäki, Ella
Lindqvist, Hannakaisa
Karppinen, Tomi
Backman, Leif
Hakkarainen, Janne
Schneising, Oliver
Buchwitz, Michael
Lan, Xin
Kivi, Rigel
Chen, Huilin
Buschmann, Matthias
Herkommer, Benedikt
Notholt, Justus
Roehl, Coleen
Té, Yao
Wunch, Debra
Tamminen, Johanna
Aalto, Tuula
author_facet Tsuruta, Aki
Kivimäki, Ella
Lindqvist, Hannakaisa
Karppinen, Tomi
Backman, Leif
Hakkarainen, Janne
Schneising, Oliver
Buchwitz, Michael
Lan, Xin
Kivi, Rigel
Chen, Huilin
Buschmann, Matthias
Herkommer, Benedikt
Notholt, Justus
Roehl, Coleen
Té, Yao
Wunch, Debra
Tamminen, Johanna
Aalto, Tuula
author_sort Tsuruta, Aki
title CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
title_short CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
title_full CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
title_fullStr CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
title_full_unstemmed CH$_4$ Fluxes Derived from Assimilation of TROPOMI XCH$_4$ in CarbonTracker Europe-CH$_4$: Evaluation of Seasonality and Spatial Distribution in the Northern High Latitudes
title_sort ch$_4$ fluxes derived from assimilation of tropomi xch$_4$ in carbontracker europe-ch$_4$: evaluation of seasonality and spatial distribution in the northern high latitudes
publisher MDPI
publishDate 2023
url https://publikationen.bibliothek.kit.edu/1000160377
https://publikationen.bibliothek.kit.edu/1000160377/150983628
https://doi.org/10.5445/IR/1000160377
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic Canada
The Sentinel
geographic_facet Canada
The Sentinel
genre Fennoscandia
genre_facet Fennoscandia
op_source Remote Sensing, 15 (6), Art.-Nr.: 1620
ISSN: 2072-4292
op_relation info:eu-repo/semantics/altIdentifier/wos/000960639900001
info:eu-repo/semantics/altIdentifier/doi/10.3390/rs15061620
info:eu-repo/semantics/altIdentifier/issn/2072-4292
https://publikationen.bibliothek.kit.edu/1000160377
https://publikationen.bibliothek.kit.edu/1000160377/150983628
https://doi.org/10.5445/IR/1000160377
op_rights https://creativecommons.org/licenses/by/4.0/deed.de
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5445/IR/100016037710.3390/rs15061620
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