Articles | Volume 23, issue 16
https://doi.org/10.5194/acp-23-9071-2023
https://doi.org/10.5194/acp-23-9071-2023
Research article
 | 
19 Sep 2023
Research article |  | 19 Sep 2023

Automated detection and monitoring of methane super-emitters using satellite data

Berend J. Schuit, Joannes D. Maasakkers, Pieter Bijl, Gourav Mahapatra, Anne-Wil van den Berg, Sudhanshu Pandey, Alba Lorente, Tobias Borsdorff, Sander Houweling, Daniel J. Varon, Jason McKeever, Dylan Jervis, Marianne Girard, Itziar Irakulis-Loitxate, Javier Gorroño, Luis Guanter, Daniel H. Cusworth, and Ilse Aben

Data sets

Dataset: all TROPOMI detected plumes for 2021. [Schuit et al. 2023: Automated detection and monitoring of methane super-emitters using satellite data] (1.0) B. J. Schuit, J. D. Maasakkers, P. Bijl, G. Mahapatra, A.-W. Van den Berg, S. Pandey, A. Lorente, T. Borsdorff, S. Houweling, D. J. Varon, J. McKeever, D. Jervis, M. Girard, I. Irakulis-Loitxate, J. Gorroño, L. Guanter, D. H. Cusworth, and I. Aben https://doi.org/10.5281/zenodo.8087134

Interactive map with TROPOMI and high-resolution scenes [Schuit et al. 2023: Automated detection and monitoring of methane super-emitters using satellite data] (1.0.1) B. J. Schuit, J. D. Maasakkers, P. Bijl, G. Mahapatra, A.-W. Van den Berg, S. Pandey, A. Lorente, T. Borsdorff, S. Houweling, D. J. Varon, J. McKeever, D. Jervis, M. Girard, I. Irakulis-Loitxate, J. Gorroño, L. Guanter, D. H. Cusworth, and I. Aben https://doi.org/10.5281/zenodo.8355808

Replication Data for: Automated detection and monitoring of methane super-emitters using satellite data D. Varon https://doi.org/10.7910/DVN/QQQ9IU

CMS: Global 0.5-deg Wetland Methane Emissions and Uncertainty (WetCHARTs v1.3.1) A. Bloom, K. Bowman, M. Lee, A. Turner, R. Schroeder, J. Worden, R. Weidner, K. McDonald, and D. Jacob https://doi.org/10.3334/ORNLDAAC/1915

EDGAR v6.0 Greenhouse Gas Emissions [Dataset] M. Crippa, D. Guizzardi, M. Muntean, E. Schaaf, E. Lo Vullo, E. Solazzo, F. Monforti-Ferrario, J. Olivier, and E. Vignati http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

Global Fuel Exploitation Inventory (GFEI) T. R. Scarpelli and D. J. Jacob https://doi.org/10.7910/DVN/HH4EUM

TROPOMI scientific XCH4 data product, version 18_17 A. Lorente, T. Borsdorff, J. Landgraf, and SRON L2 team https://ftp.sron.nl/open-access-data-2/TROPOMI/tropomi/ch4/18_17/

Model code and software

The official repository for the Weather Research and Forecasting (WRF) model Contributors to the WRF repository https://github.com/wrf-model/WRF/releases/

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Using two machine learning models, which were trained on TROPOMI methane satellite data, we...
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