Fiducial Reference Measurements for Greenhouse Gases (FRM4GHG): Validation of Satellite (Sentinel-5 Precursor, OCO-2, and GOSAT) Missions Using the Collaborative Carbon Column Observing Network (COCCON)

dc.contributor.authorMahesh Kumar Sha
dc.contributor.authorSaswati Das
dc.contributor.authorMatthias M. Frey
dc.contributor.authorDarko Dubravica
dc.contributor.authorCarlos Alberti
dc.contributor.authorBianca C. Baier
dc.contributor.authorDimitrios Balis
dc.contributor.authorAlejandro Bezanilla
dc.contributor.authorThomas Blumenstock
dc.contributor.authorHartmut Boesch
dc.contributor.authorZhaonan Cai
dc.contributor.authorJia Chen
dc.contributor.authorAlexandru Dandocsi
dc.contributor.authorMartine De Mazière
dc.contributor.authorStefani Foka
dc.contributor.authorOmaira García
dc.contributor.authorLawson David Gillespie
dc.contributor.authorKonstantin Gribanov
dc.contributor.authorJochen Gross
dc.contributor.authorMichel Grutter
dc.contributor.authorPhilip Handley
dc.contributor.authorFrank Hase
dc.contributor.authorPauli Heikkinen
dc.contributor.authorNeil Humpage
dc.contributor.authorNicole Jacobs
dc.contributor.authorSujong Jeong
dc.contributor.authorTomi Karppinen
dc.contributor.authorMatthäus Kiel
dc.contributor.authorRigel Kivi
dc.contributor.authorBavo Langerock
dc.contributor.authorJoshua Laughner
dc.contributor.authorMorgan Lopez
dc.contributor.authorMaria Makarova
dc.contributor.authorMarios Mermigkas
dc.contributor.authorIsamu Morino
dc.contributor.authorNasrin Mostafavipak
dc.contributor.authorAnca Nemuc
dc.contributor.authorTimothy Newberger
dc.contributor.authorHirofumi Ohyama
dc.contributor.authorOkello William
dc.contributor.authorGregory Osterman
dc.contributor.authorHayoung Park
dc.contributor.authorRazvan Pirloaga
dc.contributor.authorDavid F. Pollard
dc.contributor.authorUwe Raffalski
dc.contributor.authorMichel Ramonet
dc.contributor.authorEliezer Sepúlveda
dc.contributor.authorWilliam R. Simpson
dc.contributor.authorWolfgang Stremme
dc.contributor.authorColm Sweeney
dc.contributor.authorNoemie Taquet
dc.contributor.authorChrysanthi Topaloglou
dc.contributor.authorQiansi Tu
dc.contributor.authorThorsten Warneke
dc.contributor.authorDebra Wunch
dc.contributor.authorVyacheslav Zakharov
dc.contributor.authorMinqiang Zhou
dc.date.accessioned2026-04-07T10:37:19Z
dc.date.issued2025-02-20
dc.descriptionThe authors thank Olivier Rasson (BIRA-IASB) and José Granville (BIRA-IASB) for their support in creating the S5P overpass level-2 files and downloading the data used in this study. We acknowledge the technical assistance provided by Omar López, Alfredo Rodriguez, Miguel Robles, and Delibes Flores. We would like to thank Antarctica New Zealand for providing logistical support for the measurements at Arrival Heights and Hue Tran, Jamie McGaw, and Mark Murphy for carrying out the measurements. We would like to thank Moritz Makowski for data retrieval and Andreas Luther and Florian Dietrich for operating the instruments at the Munich sites. We thank Valéry Catoire and Chaoyang XUE (LPC2E, UMR CNRS CNES Univ Orleans, France), as well as Yangang REN and Max McGILLEN (ICARE, UPR CNRS, Orleans, France), for deploying and maintaining the instrument at the French COCCON sites used in this study. The authors acknowledge the NIES GOSAT project for making the GOSAT data available to the public. Part of this work was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration (80NM0018D0004).
dc.description.abstractThe COllaborative Carbon Column Observing Network has become a reliable source of high-quality ground-based remote sensing network data that provide column- averaged dry-air mole fractions of carbon dioxide (XCO2), methane (XCH4), and carbon monoxide (XCO). The fiducial reference measurements of these gases from the COCCON complement the TCCON and NDACC-IRWG data. This study shows the application of COCCON data for the validation of existing greenhouse gas satellite products. This study includes the validation of XCH4 and XCO products from the European Copernicus Sentinel- 5 Precursor (S5P) mission, XCO2 products from the American Orbiting Carbon Observatory- 2 (OCO-2) mission, and XCO2 and XCH4 products from the Japanese Greenhouse gases Observing SATellite (GOSAT). A total of 27 datasets contributed to this study; some of these were collected in the framework of campaign activities and covered only a short time period. In addition, several permanent stations provided long-term observations. The random uncertainties in the validation results, specifically for S5P with a lot of coincidences pairs, are found to be similar to the comparison with the TCCON. The comparison results of OCO-2 land nadir and land glint observation modes to the COCCON on a global scale, despite limited coincidences, are very promising. The stations can, therefore, expand on the coverage of the already existing ground-based reference remote sensing sites from the TCCON and the NDACC network. The COCCON data can be used for future satellite and model validation studies and carbon cycle studies.
dc.description.sponsorshipThis research and the APC were funded by the European Space Agency’s QA4EO project un- der grant agreement no. 4000128426/19/NL/FF/ab, the SVANTE project under grant agreement no. 4000132151/20/NL/FF/ab, and the FRM Programme under grant agreement no. 4000117640/16/I- LG and 4000136108/21/I-DT-lr. Part of this study was carried out in the framework of the Copernicus Sentinel-5 Precursor Mission Performance Centre (S5P, MPC), contracted by the European Space Agency (ESA/ESRIN, contract no. 4000117151/16/I-LG), and supported by the Belgian Federal Science Policy Office (BELSPO), the Royal Belgian Institute for Space Aeronomy (BIRA-IASB). Part of this study was also supported by the S5P Validation Team (S5PVT) AO project TCCON4S5P (ID no. 28603, PI Mahesh Kumar Sha, BIRA-IASB), with national funding from the BELSPO through the ESA ProDEx projects TROVA and TROVA-E2 (PEA 4000116692). This work contains modi- fied Copernicus Sentinel-5 Precursor satellite data (2018–2023) post-processed by BIRA-IASB. The GOSAT validation work was supported in part by the NIES GOSAT project. We acknowledge the CONACyT-ANR project 290589 “Mexico City’s Regional Carbon Impacts” (ANR-17-CE04-0013-01) for funding. Also, the former projects CONACYT 239618 “El estudio del ciclo de Carbono y de lo gases de efecto invernadero utilizando espectroscopia de absorción solar” and UNAM-DGAPA PAPIIT IN111521/IN106024 are acknowledged. Eliezer Sepúlveda and Noemie Taquet are sup- ported by the AEMET project under the framework of the Spanish Recovery, Transformation, and Resilience Plan (Plan de Recuperación, Transformación y Resiliencia, PRTyR), funded by the Euro- pean Commission—NextGenerationEU (Reference No. P02.C05.I03.P51.S000.043). Funding for the Toronto and Eureka EM27/SUN was provided by the Canada Foundation for Innovation and the Ontario Research Fund. The measurements at Boulder were supported in part by NOAA cooperative agreements NA17OAR4320101 and NA22OAR4320151 and by NASA grant 80NSSC18K0898 and NASA/JPL subaward 1615988. The Tsukuba COCCON site is supported in part by the GOSAT series project. The measurements in Korea were supported by the Korea Environment Industry & Technology Institute (KEITI) through the “Climate Change R&D Project for New Climate Regime”, funded by the Korea Ministry of Environment (MOE) (2022003560006). Greek national funds were provided through the Operational Program “Competitiveness, Entrepreneurship and Innovation” (NSRF 2014–2020) by the “PANhellenic Infrastructure for Atmospheric Composition and Climate Change” project (MIS 5021516), implemented under the Action “Reinforcement of the Research and Innovation” Infrastructure. Support was provided for enhancing the operation of the National Network for Climate Change (CLIMPACT), National Development Program, and General Secretariat of Research and Innovation. The measurements at Fairbanks were supported by NASA (grant no. NNH17ZDA001N-OCO2). This work was carried out through the Core Program within the Na- tional Research Development and Innovation Plan 2022–2027, with the support of MCID, project no. PN 23 05/ 3.01.2023 and the European Commission under the Horizon 2020—Research and Innovation Framework Programme, H2020-INFRAIA-2020-1, ATMO-ACCESS Grant Agreement no. 101008004. We acknowledge funding provided by the Natural Environment Research Council for this work, through award ref. NE/N015681/1 “The Global Methane Budget”. SPbU research activity and the collection of data at the St. Petersburg site were funded by a Saint Petersburg State University project, ID: 93882802 (GZ_MDF-2023-2). The collection of COCCON data at Sverdlosk was performed by K. Gribanov and V. Zakharov, who were supported by the state task of the Ministry of Education and Science of the Russian Federation, project no. FEUZ 2024-0011. The measure- ments in St. Petersburg and Sverdlosk were supported by the European Commission, Horizon 2020 Framework Programme (VERIFY (grant no. 776810)). The measurement campaign at Trainou was funded by Labex VOLTAIRE (ANR-10-LABX-100-01) and the European project H2020 MARSU (DOI 10.3030/690958) coordinated by l’ICARE. The Xianghe and Beijing FTIR measurements are supported by the National Key Research and Development Program of China (2023YFB3907505). The COCCON measurements at Arrival Heights were core-funded by the National Institute of Water and Atmospheric Research (NIWA) through New Zealand’s Ministry of Business, Innovation and Employment Strategic Science Investment Fund. The Munich measurements were funded by the German Research Foundation (CH 1792/2-1, INST 95/1544), the EU Horizon 2020 Project PAUL (101037319), and the ERC consolidator grant CoSense4Climate (101089203). The support of COCCON partner activities by KIT (instrumental tests, COCCON code development and maintenance), the deployment of KIT spectrometers for long-terms site observations (Karlsruhe, Kiruna, Fairbanks, and Thessaloniki), and several campaign activities were enabled by the ESA projects COCCON PROCEEDS (contract 4000121212/17/I-EF) and COCCON OPERA (contract 4000140431/23/I-DT-Ir).
dc.identifier.citationSha, M.K.; Das, S.; Frey, M.M.; Dubravica, D.; Alberti, C.; Baier, B.C.; Balis, D.; Bezanilla, A.; Blumenstock, T.; Boesch, H.; et al. Fiducial Reference Measurements for Greenhouse Gases (FRM4GHG): Validation of Satellite (Sentinel-5 Precursor, OCO-2, and GOSAT) Missions Using the COllaborative Carbon Column Observing Network (COCCON). Remote Sens. 2025, 17, 734. https://doi.org/10.3390/rs17050734
dc.identifier.urihttps://researchspace.naro.go.ug/handle/123456789/405
dc.language.isoen
dc.publisherRemote Sensing
dc.subjectfiducial reference measurements
dc.subjectgreenhouse gas
dc.subjectvalidation
dc.subjectCOCCON
dc.subjectSentinel-5 Precursor
dc.subjectOCO-2
dc.subjectGOSAT
dc.subjectremote sensing
dc.subjectTCCON
dc.subjectNDACC-IRWG
dc.titleFiducial Reference Measurements for Greenhouse Gases (FRM4GHG): Validation of Satellite (Sentinel-5 Precursor, OCO-2, and GOSAT) Missions Using the Collaborative Carbon Column Observing Network (COCCON)
dc.typeArticle

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