Boersma, K. F., Eskes, H. J., Dirksen, R. J., van der A, R. J., Veefkind, J. P., Stammes, P., Huijnen, V., Kleipool, Q. L., Sneep, M., Claas, J., Leitão, J., Richter, A., Zhou, Y., and Brunner, D.: An improved tropospheric
NO2 column retrieval algorithm for the Ozone Monitoring Instrument, Atmos. Meas. Tech., 4, 1905–1928,
https://doi.org/10.5194/amt-4-1905-2011, 2011.
a
Bruno, J. H., Jervis, D., Varon, D. J., and Jacob, D. J.: U-Plume: automated algorithm for plume detection and source quantification by satellite point-source imagers, Atmos. Meas. Tech., 17, 2625–2636,
https://doi.org/10.5194/amt-17-2625-2024, 2024.
a,
b,
c
Couture, H. D., Alvara, M., Freeman, J., Davitt, A., Koenig, H., Rouzbeh Kargar, A., O’Connor, J., Söldner-Rembold, I., Ferreira, A., Jeyaratnam, J., Lewis, J., McCormick, C., Nakano, T., Dalisay, C., Lewis, C., Volpato, G., Gray, M., and McCormick, G.: Estimating carbon dioxide emissions from power plant water vapor plumes using satellite imagery and machine learning, Remote Sens., 16, 1290,
https://doi.org/10.3390/rs16071290, 2024.
a
Crippa, M., Guizzardi, D., Banja, M., Solazzo, E., Muntean, M., Schaaf, E., Pagani, F., Monforti-Ferrario, F., Olivier, J. G. J., Quadrelli, R., Risquez Martin, A., Taghavi-Moharamli, P., Grassi, G., Rossi, S., Oom, D., Branco, A., San-Miguel, J., and Vignati, E.: CO
2 emissions of all world countries – JRC/IEA/PBL 2022 Report, EUR 31182 EN, Publications Office of the European Union, Luxembourg,
https://doi.org/10.2760/07904, 2022.
a,
b
Cusworth, D. H., Duren, R. M., Thorpe, A. K., Eastwood, M. L., Green, R. O., Dennison, P. E., Frankenberg, C., Heckler, J. W., Asner, G. P., and Miller, C. E.: Quantifying global power plant carbon dioxide emissions with imaging spectroscopy, AGU Advances, 2, e2020AV000350,
https://doi.org/10.1029/2020AV000350, 2021.
a,
b,
c,
d
Cusworth, D. H., Thorpe, A. K., Miller, C. E., Ayasse, A. K., Jiorle, R., Duren, R. M., Nassar, R., Mastrogiacomo, J.-P., and Nelson, R. R.: Two years of satellite-based carbon dioxide emission quantification at the world's largest coal-fired power plants, Atmos. Chem. Phys., 23, 14577–14591,
https://doi.org/10.5194/acp-23-14577-2023, 2023.
a
de Foy, B., Lu, Z., Streets, D. G., Lamsal, L. N., and Duncan, B. N.: Estimates of power plant
NOx emissions and lifetimes from OMI
NO2 satellite retrievals, Atmos. Environ., 116, 1–11, 2015. a
Ding, N., Xi, Y., Jiang, W., Li, H., Su, J., Yang, S., and Lie, T. T.: State-of-the-art carbon metering: Continuous emission monitoring systems for industrial applications, Heliyon, 11, e42308,
https://doi.org/10.1016/j.heliyon.2025.e42308, 2025.
a
Dumont Le Brazidec, J., Vanderbecken, P., Farchi, A., Broquet, G., Kuhlmann, G., and Bocquet, M.: Quantification of
CO2 hotspot emissions from OCO-3 SAM
CO2 satellite images using deep learning methods, Geosci. Model Dev., 18, 3607–3622,
https://doi.org/10.5194/gmd-18-3607-2025, 2025.
a
Esri: World Imagery (basemap), ArcGIS Online basemap,
https://www.arcgis.com/home/item.html?id=10df2279f9684e4a9f6a7f08febac2a9 (last access: 10 July 2026), 2026.
a,
b
European Commission: Industrial Emissions Directive (2010/75/EU),
https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32010L0075 (last access: 7 October 2025), 2010. a
European Environment Agency: Reported data on large combustion plants covered by the Industrial Emissions Directive (2010/75/EU) (version 5.2),
https://www.eea.europa.eu/data-and-maps/data/lcp-9 (last access: 7 October 2025), 2019. a
Finch, D. P., Palmer, P. I., and Zhang, T.: Automated detection of atmospheric
NO2 plumes from satellite data: a tool to help infer anthropogenic combustion emissions, Atmos. Meas. Tech., 15, 721–733,
https://doi.org/10.5194/amt-15-721-2022, 2022.
a
Goldberg, D. L., Lu, Z., Streets, D. G., de Foy, B., Griffin, D., McLinden, C. A., Lamsal, L. N., Krotkov, N. A., and Eskes, H.: Enhanced capabilities of TROPOMI
NO2: Estimating
NOx from North American cities and power plants, Environ. Sci. Technol., 53, 12594–12601, 2019.
a,
b,
c
Guevara, M., Enciso, S., Tena, C., Jorba, O., Dellaert, S., Denier van der Gon, H., and Pérez García-Pando, C.: A global catalogue of
CO2 emissions and co-emitted species from power plants, including high-resolution vertical and temporal profiles, Earth Syst. Sci. Data, 16, 337–373,
https://doi.org/10.5194/essd-16-337-2024, 2024.
a,
b,
c,
d,
e,
f
Guo, W., Shi, Y., Liu, Y., and Su, M.:
CO2 emissions retrieval from coal-fired power plants based on OCO-2/3 satellite observations and a Gaussian plume model, J. Clean. Prod., 397, 136525, 2023. a
Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R. J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., and Thépaut, J.-N.: The ERA5 global reanalysis, Q. J. Roy Meteor. Soc., 146, 1999–2049,
https://doi.org/10.1002/qj.3803, 2020.
a
Inness, A., Ades, M., Agustí-Panareda, A., Barré, J., Benedictow, A., Blechschmidt, A.-M., Dominguez, J. J., Engelen, R., Eskes, H., Flemming, J., Huijnen, V., Jones, L., Kipling, Z., Massart, S., Parrington, M., Peuch, V.-H., Razinger, M., Remy, S., Schulz, M., and Suttie, M.: The CAMS reanalysis of atmospheric composition, Atmos. Chem. Phys., 19, 3515–3556,
https://doi.org/10.5194/acp-19-3515-2019, 2019.
a
Japan Aerospace Exploration Agency: GOSAT-GW (Global Observing SATellite for Greenhouse gases and Water cycle),
https://www.satnavi.jaxa.jp/files/project/gosat-gw/en/ (last access: 10 May 2026), 2024.
a,
b
Kuhlmann, G., Broquet, G., Marshall, J., Clément, V., Löscher, A., Meijer, Y., and Brunner, D.: Detectability of
CO2 emission plumes of cities and power plants with the Copernicus Anthropogenic
CO2 Monitoring (CO2M) mission, Atmos. Meas. Tech., 12, 6695–6719,
https://doi.org/10.5194/amt-12-6695-2019, 2019.
a
Kuhlmann, G., Koene, E., Meier, S., Santaren, D., Broquet, G., Chevallier, F., Hakkarainen, J., Nurmela, J., Amorós, L., Tamminen, J., and Brunner, D.: The ddeq Python library for point source quantification from remote sensing images (version 1.0), Geosci. Model Dev., 17, 4773–4789,
https://doi.org/10.5194/gmd-17-4773-2024, 2024.
a
Kurchaba, S., Sokolovsky, A., van Vliet, J., Verbeek, F. J., and Veenman, C. J.: Sensitivity analysis for the detection of
NO2 plumes from seagoing ships using TROPOMI data, Remote Sens. Environ., 304, 114041,
https://doi.org/10.1016/j.rse.2024.114041, 2024.
a
Landgraf, J., Rusli, S., Cooney, R., Veefkind, P., Vemmix, T., de Groot, Z., Bell, A., Day, J., Leemhuis, A., and Sierk, B.: The TANGO mission: A satellite tandem to measure major sources of anthropogenic greenhouse gas emissions, EGU General Assembly 2020, Online, 4–8 May 2020, EGU2020-19643,
https://doi.org/10.5194/egusphere-egu2020-19643, 2020.
a
Lange, K., Richter, A., and Burrows, J. P.: Variability of nitrogen oxide emission fluxes and lifetimes estimated from Sentinel-5P TROPOMI observations, Atmos. Chem. Phys., 22, 2745–2767,
https://doi.org/10.5194/acp-22-2745-2022, 2022.
a
Lauvaux, T., Giron, C., Mazzolini, M., d'Aspremont, A., Duren, R., Cusworth, D., Shindell, D., and Ciais, P.: Global assessment of oil and gas methane ultra-emitters, Science, 375, 557–561, 2022. a
Liu, F., Beirle, S., Zhang, Q., Dörner, S., He, K., and Wagner, T.:
NOx lifetimes and emissions of cities and power plants in polluted background estimated by satellite observations, Atmos. Chem. Phys., 16, 5283–5298,
https://doi.org/10.5194/acp-16-5283-2016, 2016.
a
Liu, F., Duncan, B. N., Krotkov, N. A., Lamsal, L. N., Beirle, S., Griffin, D., McLinden, C. A., Goldberg, D. L., and Lu, Z.: A methodology to constrain carbon dioxide emissions from coal-fired power plants using satellite observations of co-emitted nitrogen dioxide, Atmos. Chem. Phys., 20, 99–116,
https://doi.org/10.5194/acp-20-99-2020, 2020.
a,
b
Lorente, A., Folkert Boersma, K., Yu, H., Dörner, S., Hilboll, A., Richter, A., Liu, M., Lamsal, L. N., Barkley, M., De Smedt, I., Van Roozendael, M., Wang, Y., Wagner, T., Beirle, S., Lin, J.-T., Krotkov, N., Stammes, P., Wang, P., Eskes, H. J., and Krol, M.: Structural uncertainty in air mass factor calculation for
NO2 and HCHO satellite retrievals, Atmos. Meas. Tech., 10, 759–782,
https://doi.org/10.5194/amt-10-759-2017, 2017.
a
McDuffie, E. E., Smith, S. J., O'Rourke, P., Tibrewal, K., Venkataraman, C., Marais, E. A., Zheng, B., Crippa, M., Brauer, M., and Martin, R. V.: A global anthropogenic emission inventory of atmospheric pollutants from sector- and fuel-specific sources (1970–2017): an application of the Community Emissions Data System (CEDS), Earth Syst. Sci. Data, 12, 3413–3442,
https://doi.org/10.5194/essd-12-3413-2020, 2020.
a
Palmer, P. I., Jacob, D. J., Chance, K., Martin, R. V., Spurr, R. J., Kurosu, T. P., Bey, I., Yantosca, R., Fiore, A., and Li, Q.: Air mass factor formulation for spectroscopic measurements from satellites: Application to formaldehyde retrievals from the Global Ozone Monitoring Experiment, J. Geophys. Res.-Atmos., 106, 14539–14550, 2001.
a,
b,
c
Romer, P. S., Duffey, K. C., Wooldridge, P. J., Edgerton, E., Baumann, K., Feiner, P. A., Miller, D. O., Brune, W. H., Koss, A. R., de Gouw, J. A., Misztal, P. K., Goldstein, A. H., and Cohen, R. C.: Effects of temperature-dependent
NOx emissions on continental ozone production, Atmos. Chem. Phys., 18, 2601–2614,
https://doi.org/10.5194/acp-18-2601-2018, 2018.
a
Schuit, B. J., Maasakkers, J. D., Bijl, P., Mahapatra, G., van den Berg, A.-W., Pandey, S., Lorente, A., Borsdorff, T., Houweling, S., Varon, D. J., McKeever, J., Jervis, D., Girard, M., Irakulis-Loitxate, I., Gorroño, J., Guanter, L., Cusworth, D. H., and Aben, I.: Automated detection and monitoring of methane super-emitters using satellite data, Atmos. Chem. Phys., 23, 9071–9098,
https://doi.org/10.5194/acp-23-9071-2023, 2023.
a
Sierk, B., Fernandez, V., Bézy, J.-L., Meijer, Y., Durand, Y., Bazalgette Courrèges-Lacoste, G., Pachot, C., Löscher, A., Nett, H., Minoglou, K., Boucher, L., Windpassinger, R., Pasquet, A., Serre, D., and te Hennepe, F.: The Copernicus CO2M mission for monitoring anthropogenic carbon dioxide emissions from space, in: International conference on space optics – ICSO 2020, vol. 11852, pp. 1563–1580, SPIE,
https://doi.org/10.1117/12.2599613, 2021.
a
SimpleMaps: World Cities Database,
https://simplemaps.com/data/world-cities, last access: 18 June 2025.
a,
b
Srivastava, R. P., Kumar, S., and Tiwari, A.: Continuous emission monitoring systems (CEMS) in India: performance evaluation, policy gaps and financial implications for effective air pollution control, J. Environ. Manage., 359, 120584,
https://doi.org/10.1016/j.jenvman.2024.120584, 2024.
a
Tang, T., Cheng, T., Zhu, H., Ye, X., Fan, D., Li, X., and Tong, H.: Quantifying instantaneous nitrogen oxides emissions from power plants based on space observations, Sci. Total Environ., 938, 173479,
https://doi.org/10.1016/j.scitotenv.2024.173479, 2024.
a,
b
Tilstra, L. G., de Graaf, M., Trees, V. J. H., Litvinov, P., Dubovik, O., and Stammes, P.: A directional surface reflectance climatology determined from TROPOMI observations, Atmos. Meas. Tech., 17, 2235–2256,
https://doi.org/10.5194/amt-17-2235-2024, 2024.
a
UNFCCC: Adoption of the Paris Agreement, Decision 1/CP.21, FCCC/CP/2015/10/Add.1, United Nations Framework Convention on Climate Change,
https://unfccc.int/resource/docs/2015/cop21/eng/10a01.pdf (last access: 10 July 2026), 2015. a
U.S. Environmental Protection Agency: Emissions & Generation Resource Integrated Database (eGRID), 2018, data year: 2018,
https://www.epa.gov/egrid (last access: 19 May 2025), 2020. a
U.S. Environmental Protection Agency: Progress Report on Emission Controls and Monitoring,
https://www.epa.gov/power-sector/progress-report-emission-controls-and-monitoring (last access: 16 June 2025), 2023.
a,
b,
c
U.S. Environmental Protection Agency, Clean Air Markets Division: CAMD's Power Sector Emissions Data Guide, Office of Atmospheric Programs, Clean Air Markets Division,
https://www.epa.gov/system/files/documents/2022-07/CAMD%27s%20Power%20Sector%20Emissions%20Data%20Guide%20-%2007182022.pdf (last access: 10 July 2026), 2022. a
van Geffen, J., Boersma, K. F., Eskes, H., Sneep, M., ter Linden, M., Zara, M., and Veefkind, J. P.: S5P TROPOMI
NO2 slant column retrieval: method, stability, uncertainties and comparisons with OMI, Atmos. Meas. Tech., 13, 1315–1335,
https://doi.org/10.5194/amt-13-1315-2020, 2020.
a,
b,
c,
d,
e,
f,
g
van Geffen, J., Eskes, H., Compernolle, S., Pinardi, G., Verhoelst, T., Lambert, J.-C., Sneep, M., ter Linden, M., Ludewig, A., Boersma, K. F., and Veefkind, J. P.: Sentinel-5P TROPOMI
NO2 retrieval: impact of version v2.2 improvements and comparisons with OMI and ground-based data, Atmos. Meas. Tech., 15, 2037–2060,
https://doi.org/10.5194/amt-15-2037-2022, 2022.
a
Varon, D. J., Jacob, D. J., McKeever, J., Jervis, D., Durak, B. O. A., Xia, Y., and Huang, Y.: Quantifying methane point sources from fine-scale satellite observations of atmospheric methane plumes, Atmos. Meas. Tech., 11, 5673–5686,
https://doi.org/10.5194/amt-11-5673-2018, 2018.
a
Veefkind, J. P., Aben, I., McMullan, K., Förster, H., de Vries, J., Otter, G., Claas, J., Eskes, H., de Haan, J., Kleipool, Q., van Weele, M., Hasekamp, O., Hoogeveen, R., Landgraf, J., Snel, R., Tol, P., Ingmann, P., Voors, R., Kruizinga, B., Vink, R., Visser, H., and Levelt, P. F.: TROPOMI on the ESA Sentinel-5 Precursor: A GMES mission for global observations of the atmospheric composition for climate, air quality and ozone layer applications, Remote Sens. Environ., 120, 70–83,
https://doi.org/10.1016/j.rse.2011.09.027, 2012.
a,
b
Verhoelst, T., Compernolle, S., Pinardi, G., Lambert, J.-C., Eskes, H. J., Eichmann, K.-U., Fjæraa, A. M., Granville, J., Niemeijer, S., Cede, A., Tiefengraber, M., Hendrick, F., Pazmiño, A., Bais, A., Bazureau, A., Boersma, K. F., Bognar, K., Dehn, A., Donner, S., Elokhov, A., Gebetsberger, M., Goutail, F., Grutter de la Mora, M., Gruzdev, A., Gratsea, M., Hansen, G. H., Irie, H., Jepsen, N., Kanaya, Y., Karagkiozidis, D., Kivi, R., Kreher, K., Levelt, P. F., Liu, C., Müller, M., Navarro Comas, M., Piters, A. J. M., Pommereau, J.-P., Portafaix, T., Prados-Roman, C., Puentedura, O., Querel, R., Remmers, J., Richter, A., Rimmer, J., Rivera Cárdenas, C., Saavedra de Miguel, L., Sinyakov, V. P., Stremme, W., Strong, K., Van Roozendael, M., Veefkind, J. P., Wagner, T., Wittrock, F., Yela González, M., and Zehner, C.: Ground-based validation of the Copernicus Sentinel-5P TROPOMI
NO2 measurements with the NDACC ZSL-DOAS, MAX-DOAS and Pandonia global networks, Atmos. Meas. Tech., 14, 481–510,
https://doi.org/10.5194/amt-14-481-2021, 2021.
a
Weimer, M., Reuter, M., Hilker, M., Noël, S., Buchwitz, M., Meijer, Y., Lang, R., Marshall, J., Bovensmann, H., Burrows, J. P., and Bösch, H.: Importance of subpixel Earth surface reflectance and altitude for atmospheric trace gas retrievals from passive satellite instruments, EGUsphere [preprint],
https://doi.org/10.5194/egusphere-2026-1458, 2026.
a
