Bibliography#
Reference publication#
Kuhlmann, E. Koene, S. Meier, D. Santaren, G. Broquet, F. Chevallier, J. Hakkarainen, J. Nurmela, L. Amarós, J. Tamminen and D Brunner: The ddeq Python library for data-driven emission quantification of hot spots (Version 1.0) in preparation.
Publications that use the ddeq Python library#
Dumont Le Brazidec, P. Vanderbecken, A. Farchi, G. Kuhlmann, G. Broquet, and M. Bocquet: Deep learning ap-plied to power plant emissions quantification using XCO2 synthetic satellite images, Geo. Model. Dev., in review.
Dumont Le Brazidec, P. Vanderbecken, A. Farchi, M. Bocquet, J. Lian, G. Broquet, G. Kuhlmann, A. Danjou and T. Lauvaux: Segmentation of XCO2 images with deep learning: application to synthetic plumes from cities and power plants, Geo. Model. Dev., doi: 10.5194/gmd-16-3997-2023, 2023.
Hakkarainen, I. Ialongo, E. Koene, M. E. Szelag, J. Tamminen, G. Kuhlmann and D. Brunner: Analyzing local car-bon dioxide and nitrogen oxide emissions from space using the divergence method: An application to the synthetic SMARTCARB dataset, Front. Remote Sens., doi: 10.3389/frsen.2022.878731, 2022.
Kuhlmann , K. L. Chan, S. Donner, Y. Zhu, M. Schwaerzel, S. Dörner, J. Chen, A. Hueni, D. H. Nguyen, A. Damm, A. Schütt, F. Dietrich, D. Brunner, C. Liu, B. Buchmann, T. Wagner and M. Wenig: Mapping the spatial distribution of NO2 with in situ and remote sensing instruments during the Munich NO2 imaging campaign, Atmos. Meas. Tech., doi: 10.5194/amt-15-1609-2022, 2022.
Kuhlmann, S. Henne, Y. Meijer and D. Brunner: Quantifying CO2 emissions of power plants with CO2 and NO2 imaging satellites, Front. Remote Sens., doi: 10.3389/frsen.2021.689838, 2021.
Kuhlmann, D. Brunner, G. Broquet, and Y. Meijer: Quantifying CO2 emissions of a city with the Copernicus An-thropogenic CO2 Monitoring satellite mission, Atmos. Meas. Tech., doi: 10.5194/amt-13-6733-2020, 2020.
Kuhlmann, G. Broquet, J. Marshall, V. Clément, A. Löscher, Y. Meijer, and D. Brunner: Detectability of CO2 emis-sion plumes of cities and power plants with the Copernicus Anthropogenic CO2 Monitoring (CO2M) mission, Atmos. Meas. Tech., doi: 10.5194/amt-12-6695-2019, 2019.