vitusbenson/carbonbench

A model intercomparison of neural network emulators for atmospheric transport.

Acknowledgments

This dataset contains CarbonTracker CT2022 results provided by NOAA GML, Boulder, Colorado, USA from the website at http://carbontracker.noaa.gov.

Reference

Jacobson, Andrew R., Kenneth N. Schuldt, Pieter Tans, Arlyn Andrews, John B. Miller, Tomohiro Oda, John Mund, et al. “CarbonTracker CT2022.” NOAA Global Monitoring Laboratory, 2023. https://doi.org/10.25925/Z1GJ-3254.

@misc{https://doi.org/10.25925/z1gj-3254,
  doi = {10.25925/Z1GJ-3254},
  url = {https://gml.noaa.gov/ccgg/carbontracker/CT2022},
  author = {Jacobson, Andrew R. and Schuldt, Kenneth N. and Tans, Pieter and {Arlyn Andrews} and Miller, John B. and Oda, Tomohiro and Mund, John and Weir, Brad and Ott, Lesley and Aalto, Tuula and Abshire, James Brice and Aikin, Ken and Aoki, Shuji and Apadula, Francesco and Arnold, Sabrina and Baier, Bianca and Bartyzel, Jakub and Beyersdorf, Andreas and Biermann, Tobias and Biraud, Sebastien C. and Boenisch, Harald and Brailsford, Gordon and Brand, Willi A. and Chen, Gao and {Huilin Chen} and {Lukasz Chmura} and Clark, Shane and Colomb, Aurelie and Commane, Roisin and Conil, Sébastien and Couret, Cédric and Cox, Adam and Cristofanelli, Paolo and Cuevas, Emilio and Curcoll, Roger and Daube, Bruce and Davis, Kenneth J. and De Wekker, Stephan and Coletta, Julian Della and Delmotte, Marc and DiGangi, Elizabeth and DiGangi, Joshua P. and Di Sarra, Alcide Giorgio and Dlugokencky, Ed and Elkins, James W. and Emmenegger, Lukas and {Shuangxi Fang} and Fischer, Marc L. and Forster, Grant and Frumau, Arnoud and Galkowski, Michal and Gatti, Luciana V. and Gehrlein, Torsten and Gerbig, Christoph and {Francois Gheusi} and Gloor, Emanuel and Gomez-Trueba, Vanessa and Goto, Daisuke and Griffis, Tim and Hammer, Samuel and Hanson, Chad and Haszpra, László and Hatakka, Juha and Heimann, Martin and Heliasz, Michal and Hensen, Arjan and Hermansen, Ove and Hintsa, Eric and Holst, Jutta and Ivakhov, Viktor and Jaffe, Daniel A. and Jordan, Armin and Joubert, Warren and Karion, Anna and Kawa, Stephan Randolph and Kazan, Victor and Keeling, Ralph F. and Keronen, Petri and Kneuer, Tobias and Kolari, Pasi and {Kateřina Komínková} and Kort, Eric and Kozlova, Elena and Krummel, Paul and Kubistin, Dagmar and Labuschagne, Casper and Lam, David H.Y. and Lan, Xin and Langenfelds, Ray L. and Laurent, Olivier and Laurila, Tuomas and Lauvaux, Thomas and Lavric, Jost and Law, Beverly E. and Lee, John and Lee, Olivia S.M. and Lehner, Irene and Lehtinen, Kari and Leppert, Reimo and Leskinen, Ari and Leuenberger, Markus and Levin, Ingeborg and Levula, Janne and Lin, John and Lindauer, Matthias and Loh, Zoe and Lopez, Morgan and Luijkx, Ingrid T. and Lunder, Chris René and Machida, Toshinobu and Mammarella, Ivan and Manca, Giovanni and Manning, Alistair and Manning, Andrew and Marek, Michal V. and Martin, Melissa Yang and Matsueda, Hidekazu and McKain, Kathryn and Meijer, Harro and Meinhardt, Frank and Merchant, Lynne and {N. Mihalopoulos} and Miles, Natasha L. and Miller, Charles E. and Mitchell, Logan and Mölder, Meelis and Montzka, Stephen and Moore, Fred and Moossen, Heiko and Morgan, Eric and {Josep-Anton Morgui} and Morimoto, Shinji and Müller-Williams, Jennifer and {J. William Munger} and Munro, David and Myhre, Cathrine Lund and {Shin-Ichiro Nakaoka} and {Jaroslaw Necki} and Newman, Sally and Nichol, Sylvia and Niwa, Yosuke and Obersteiner, Florian and O'Doherty, Simon and Paplawsky, Bill and Peischl, Jeff and Peltola, Olli and Piacentino, Salvatore and {Jean-Marc Pichon} and Pickers, Penelope and Piper, Steve and Pitt, Joseph and Plass-Dülmer, Christian and Platt, Stephen Matthew and Prinzivalli, Steve and Ramonet, Michel and Ramos, Ramon and Reyes-Sanchez, Enrique and Richardson, Scott J. and Riris, Haris and Rivas, Pedro P. and Ryerson, Thomas and Saito, Kazuyuki and Sargent, Maryann and Sasakawa, Motoki and Scheeren, Bert and Schuck, Tanja and Schumacher, Marcus and Seifert, Thomas and Sha, Mahesh Kumar and Shepson, Paul and Shook, Michael and Sloop, Christopher D. and Smith, Paul and Stanley, Kieran and Steinbacher, Martin and Stephens, Britton and Sweeney, Colm and Thoning, Kirk and Timas, Helder and Torn, Margaret and Tørseth, Kjetil and Trisolino, Pamela and Turnbull, Jocelyn and Van Den Bulk, Pim and Van Dinther, Danielle and Vermeulen, Alex and Viner, Brian and Vitkova, Gabriela and Walker, Stephen and Watson, Andrew and Wofsy, Steven C. and Worsey, Justin and Worthy, Doug and {Dickon Young} and Zaehle, Sönke and Zahn, Andreas and {Miroslaw Zimnoch}},
  title = {CarbonTracker CT2022},
  publisher = {NOAA Global Monitoring Laboratory},
  year = {2023}
}

Cite CarbonBench

In case you use CarbonBench in your research or work, it would be highly appreciated if you include a reference to our paper in any kind of publication.

@article{benson2024neuraltransport,
  title = {Atmospheric Transport Modeling of CO2 with Neural Networks},
  author = {Benson, Vitus and Bastos, Ana and Reimers, Christian and Winkler, Alexander J. and Yang, Fanny and Reichstein, Markus},
  year = {2025},
  pages = {e2024MS004655},
  journal = {Journal of Advances in Modeling Earth Systems},
  volume = {17},
  number = {2},
  publisher = {Wiley Online Library},
  url = {https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2024MS004655},
}

Contact

For questions or comments regarding the usage of this repository, please use the discussion section on Github. For bug reports and feature requests, please open an issue on GitHub. In special cases, you can reach out to Vitus (find his email on his website).