Satellite-based inversion of global methane fluxes: capabilities and implications of GOSAT-2 measurements

Methane (CH 4 ) is a key greenhouse gas with a strong climate impact and a relatively short atmospheric lifetime, making accurate monitoring essential for mitigation strategies. Satellite observations provide global coverage and independent constraints on CH 4 emission estimates, and GOSAT-2, launched in 2018 as the successor to GOSAT, was designed to improve retrieval accuracy and enhance flux estimation. This study presents an evaluation of the GOSAT-2 Level 4 (G2L4) CH 4 flux product, supported by analysis of the underlying Level 2 (L2) XCH 4 retrievals, and summarizes key findings on global and regional CH 4 budgets. Using an atmospheric inversion framework, we generated G2L4 posterior CH 4 fluxes and assessed their consistency by comparing them with inversions constrained by alternative observational datasets, including GOSAT L2 retrievals and ground-based and aircraft measurements. GOSAT-2 achieved substantial improvements in observational coverage and data density compared to its predecessor, particularly in tropical and high-latitude regions. Posterior flux estimates derived from G2L4 are broadly consistent with global CH 4 budgets reported in synthesis studies, while prior-to-posterior differences reveal positive corrections in tropical regions and negative adjustments in several mid-latitude industrial areas. A preliminary sector-focused assessment further demonstrates the potential of GOSAT-2 to inform anthropogenic CH 4 emission evaluations in regions where such sources dominate. These findings highlight the value of GOSAT-2 observations for improving regional and global CH 4 emission estimates and underscore priorities for future improvements in retrieval algorithms, observation strategies, and integration with complementary datasets. The analysis-ready subsets of the GOSAT and GOSAT-2 data used in this study are available from Zenodo (https://doi.org/10.5281/zenodo.18883060, Saito, 2026).

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Journal
Earth system science data
Published
2026-09-09
DOI
https://doi.org/10.5194/essd-18-6565-2026
Primary Topic
Atmospheric and Environmental Gas Dynamics
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article
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Satellite-based inversion of global methane fluxes: capabilities and implications of GOSAT-2 measurements

Yukio Yoshida, Yu Someya, Hisashi Yashiro, Kei Shiomi et al.
Earth system science data
Atmospheric and Environmental Gas Dynamics
article

Satellite-based inversion of global methane fluxes: capabilities and implications of GOSAT-2 measurements

Yukio Yoshida, Yu Someya, Hisashi Yashiro, Kei Shiomi, Tazu Saeki, Hibiki Noda, Hirofumi Ohyama, Isamu Morino, Yosuke Niwa, Tsuneo Matsunaga, Fumie Kataoka, Hiroshi Suto, Akihide Kamei, Makoto Saito
article en

Abstract

Methane (CH 4 ) is a key greenhouse gas with a strong climate impact and a relatively short atmospheric lifetime, making accurate monitoring essential for mitigation strategies. Satellite observations provide global coverage and independent constraints on CH 4 emission estimates, and GOSAT-2, launched in 2018 as the successor to GOSAT, was designed to improve retrieval accuracy and enhance flux estimation. This study presents an evaluation of the GOSAT-2 Level 4 (G2L4) CH 4 flux product, supported by analysis of the underlying Level 2 (L2) XCH 4 retrievals, and summarizes key findings on global and regional CH 4 budgets. Using an atmospheric inversion framework, we generated G2L4 posterior CH 4 fluxes and assessed their consistency by comparing them with inversions constrained by alternative observational datasets, including GOSAT L2 retrievals and ground-based and aircraft measurements. GOSAT-2 achieved substantial improvements in observational coverage and data density compared to its predecessor, particularly in tropical and high-latitude regions. Posterior flux estimates derived from G2L4 are broadly consistent with global CH 4 budgets reported in synthesis studies, while prior-to-posterior differences reveal positive corrections in tropical regions and negative adjustments in several mid-latitude industrial areas. A preliminary sector-focused assessment further demonstrates the potential of GOSAT-2 to inform anthropogenic CH 4 emission evaluations in regions where such sources dominate. These findings highlight the value of GOSAT-2 observations for improving regional and global CH 4 emission estimates and underscore priorities for future improvements in retrieval algorithms, observation strategies, and integration with complementary datasets. The analysis-ready subsets of the GOSAT and GOSAT-2 data used in this study are available from Zenodo (https://doi.org/10.5281/zenodo.18883060, Saito, 2026).

Earth system science dataVol. 18(9)
National Institute for Environmental Studies (JP), Japan Aerospace Exploration Agency (JP), Remote Sensing Technology Center of Japan (JP)
Climate action
Openalex Percentile: Top 13%
Atmospheric and Environmental Gas Dynamics
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