Preprints
https://doi.org/10.5194/egusphere-2025-249
https://doi.org/10.5194/egusphere-2025-249
30 Jan 2025
 | 30 Jan 2025

Environmental drivers constraining the seasonal variability of satellite-observed methane at Northern high latitudes

Ella Kivimäki, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist

Abstract. Methane emissions from Northern high-latitude wetlands are associated with large uncertainties, especially in the rapidly warming climate. Satellite observations of column-averaged methane concentrations (XCH4) in the atmosphere exhibit variability due to time-varying sources and sinks. In this study, we investigate how environmental variables, such as temperature, soil moisture, snow cover, and the hydroxyl radical (OH) sink of methane, explain the seasonal variability of column-averaged methane concentrations (XCH4) observed from space over Northern high-latitude wetland areas. We use XCH4 data obtained from the TROPOMI instrument aboard the Sentinel-5 Precursor satellite, retrieved using the Weighting Function Modified Differential Optical Absorption Spectroscopy (WFMD) algorithm. Environmental variables are derived primarily from meteorological reanalysis datasets, with satellite-based data used for snow cover and soil freeze-thaw dynamics, and modeled data for the OH sink. Our analysis focuses on five case study regions, including two in Finland and three in Russian Siberia, covering the period from 2018 to 2023. Our findings reveal that environmental variables have a systematic impact on XCH4 variability: the seasonal variability is most strongly influenced by snow cover and soil water volume, while daily variability is primarily affected by soil temperature. Our results are largely consistent with in-situ-based local studies but the role of snow is more pronounced. Our results demonstrate how satellite XCH4 observations can be used to study the seasonal variability of atmospheric methane over large wetland regions. The results imply that satellite observations of atmospheric composition, along with other Earth Observations as well as meteorological reanalysis data can be jointly informative of the processes controlling the emissions in Northern high latitudes.

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Journal article(s) based on this preprint

01 Oct 2025
Environmental drivers constraining the seasonal variability in satellite-observed and modelled methane at northern high latitudes
Ella Kivimäki, Maria Tenkanen, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist
Biogeosciences, 22, 5193–5230, https://doi.org/10.5194/bg-22-5193-2025,https://doi.org/10.5194/bg-22-5193-2025, 2025
Short summary
Ella Kivimäki, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-249', Anonymous Referee #1, 07 Mar 2025
    • AC1: 'Reply on RC1', Ella Kivimaki, 20 May 2025
  • RC2: 'Comment on egusphere-2025-249', Anonymous Referee #2, 23 Apr 2025
    • AC2: 'Reply on RC2', Ella Kivimaki, 20 May 2025

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-249', Anonymous Referee #1, 07 Mar 2025
    • AC1: 'Reply on RC1', Ella Kivimaki, 20 May 2025
  • RC2: 'Comment on egusphere-2025-249', Anonymous Referee #2, 23 Apr 2025
    • AC2: 'Reply on RC2', Ella Kivimaki, 20 May 2025

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
ED: Reconsider after major revisions (23 May 2025) by Marcos Fernández-Martínez
AR by Ella Kivimaki on behalf of the Authors (27 Jun 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (27 Jun 2025) by Marcos Fernández-Martínez
RR by Anonymous Referee #1 (11 Jul 2025)
ED: Publish as is (11 Jul 2025) by Marcos Fernández-Martínez
AR by Ella Kivimaki on behalf of the Authors (15 Jul 2025)

Journal article(s) based on this preprint

01 Oct 2025
Environmental drivers constraining the seasonal variability in satellite-observed and modelled methane at northern high latitudes
Ella Kivimäki, Maria Tenkanen, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist
Biogeosciences, 22, 5193–5230, https://doi.org/10.5194/bg-22-5193-2025,https://doi.org/10.5194/bg-22-5193-2025, 2025
Short summary
Ella Kivimäki, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist
Ella Kivimäki, Tuula Aalto, Michael Buchwitz, Kari Luojus, Jouni Pulliainen, Kimmo Rautiainen, Oliver Schneising, Anu-Maija Sundström, Johanna Tamminen, Aki Tsuruta, and Hannakaisa Lindqvist

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Short summary
We investigate how environmental variables influencing natural methane fluxes explain the large-scale seasonal variability of satellite-observed methane at Northern high latitudes. Our findings show that soil moisture, snow cover, and soil temperature have the strongest influence, with snowmelt playing a surprisingly significant role, likely through soil isolation and wetting. This study highlights the value of multi-satellite observations for understanding large-scale wetland emissions.
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