It is inherently hard to track publications supported by Pangeo because the project contributes to a wide range of software libraries, infrastructure, and education efforts. Not all “users” of Pangeo-supported tools are even aware of the project. This page represents our best attempt so far.


We are currently relying on self-reporting to track publications. We began collecting reports of publications on Aug. 19, 2019.

  1. Julius J. M. Busecke and Ryan P. Abernathey. Ocean mesoscale mixing linked to climate variability. Science Advances, 5(1):eaav5014, jan 2019. URL:, doi:10.1126/sciadv.aav5014.

  2. Oriana S. Chegwidden, Bart Nijssen, David E. Rupp, Jeffrey R. Arnold, Martyn P. Clark, Joseph J. Hamman, Shih-Chieh Kao, Yixin Mao, Naoki Mizukami, Philip W. Mote, Ming Pan, Erik Pytlak, and Mu Xiao. How do modeling decisions affect the spread among hydrologic climate change projections? exploring a large ensemble of simulations across a diversity of hydroclimates. Earth\textquotesingle s Future, 7(6):623–637, jun 2019. URL:, doi:10.1029/2018ef001047.

  3. Joseph J. Hamman, Bart Nijssen, Theodore J. Bohn, Diana R. Gergel, and Yixin Mao. The variable infiltration capacity model version 5 (VIC-5): infrastructure improvements for new applications and reproducibility. Geoscientific Model Development, 11(8):3481–3496, aug 2018. URL:, doi:10.5194/gmd-11-3481-2018.

  4. Jiawei Zhuang, Daniel J. Jacob, and Sebastian D. Eastham. The importance of vertical resolution in the free troposphere for modeling intercontinental plumes. Atmospheric Chemistry and Physics, 18(8):6039–6055, may 2018. URL:, doi:10.5194/acp-18-6039-2018.

  5. Jiawei Zhuang, Daniel J. Jacob, Judith Flo Gaya, Robert M. Yantosca, Elizabeth W. Lundgren, Melissa P. Sulprizio, and Sebastian D. Eastham. Enabling immediate access to earth science models through cloud computing: application to the GEOS-chem model. Bulletin of the American Meteorological Society, 100(10):1943–1960, oct 2019. URL:, doi:10.1175/bams-d-18-0243.1.

  6. Dhruv Balwada, K. Shafer Smith, and Ryan Abernathey. Submesoscale vertical velocities enhance tracer subduction in an idealized antarctic circumpolar current. Geophysical Research Letters, 45(18):9790–9802, sep 2018. URL:, doi:10.1029/2018gl079244.

  7. Yohai Bar-Sinai, Stephan Hoyer, Jason Hickey, and Michael P. Brenner. Learning data-driven discretizations for partial differential equations. Proceedings of the National Academy of Sciences, 116(31):15344–15349, jul 2019. URL:, doi:10.1073/pnas.1814058116.

  8. Mattia Almansi, Renske Gelderloos, Thomas Haine, Atousa Saberi, and Ali Siddiqui. OceanSpy: a python package to facilitate ocean model data analysis and visualization. Journal of Open Source Software, 4(39):1506, jul 2019. URL:, doi:10.21105/joss.01506.

  9. James Doss-Gollin, Ángel G. Muñoz, Simon J. Mason, and Max Pastén. Heavy rainfall in paraguay during the 2015/16 austral summer: causes and subseasonal-to-seasonal predictive skill. Journal of Climate, 31(17):6669–6685, sep 2018. URL:, doi:10.1175/jcli-d-17-0805.1.

  10. James Doss-Gollin, David J. Farnham, Scott Steinschneider, and Upmanu Lall. Robust adaptation to multiscale climate variability. Earth\textquotesingle s Future, 7(7):734–747, jul 2019. URL:, doi:10.1029/2019ef001154.

  11. Jonathan E. Thielen and William A. Gallus. Influences of horizontal grid spacing and microphysics on WRF forecasts of convective morphology evolution for nocturnal MCSs in weakly forced environments. Weather and Forecasting, 34(5):1495–1517, oct 2019. URL:, doi:10.1175/waf-d-18-0210.1.

  12. Elizabeth A. Maroon, Jennifer E. Kay, and Kristopher B. Karnauskas. Influence of the atlantic meridional overturning circulation on the northern hemisphere surface temperature response to radiative forcing. Journal of Climate, 31(22):9207–9224, oct 2018. URL:, doi:10.1175/jcli-d-17-0900.1.

  13. Spencer K. Clark, Daniel S. Ward, and Natalie M. Mahowald. Parameterization-based uncertainty in future lightning flash density. Geophysical Research Letters, 44(6):2893–2901, mar 2017. URL:, doi:10.1002/2017gl073017.

  14. Spencer K. Clark, Yi Ming, Isaac M. Held, and Peter J. Phillipps. The role of the water vapor feedback in the ITCZ response to hemispherically asymmetric forcings. Journal of Climate, 31(9):3659–3678, may 2018. URL:, doi:10.1175/jcli-d-17-0723.1.

  15. Jonathan MacCarthy, Omar Marcillo, and Chad Trabant. Putting the cloud to work for seismology. Eos, apr 2019. URL:, doi:10.1029/2019eo119741.

  16. W. T. Barnes, S. J. Bradshaw, and N. M. Viall. Understanding heating in active region cores through machine learning. i. numerical modeling and predicted observables. The Astrophysical Journal, 880(1):56, jul 2019. URL:, doi:10.3847/1538-4357/ab290c.

  17. Timothy J. Lang. Investigating the seasonal and diurnal cycles of ocean vector winds near the philippines using RapidScat and CCMP. Journal of Geophysical Research: Atmospheres, 122(18):9668–9684, sep 2017. URL:, doi:10.1002/2017jd027516.

  18. Ethan C. Campbell, Earle A. Wilson, G. W. Kent Moore, Stephen C. Riser, Casey E. Brayton, Matthew R. Mazloff, and Lynne D. Talley. Antarctic offshore polynyas linked to southern hemisphere climate anomalies. Nature, 570(7761):319–325, jun 2019. URL:, doi:10.1038/s41586-019-1294-0.

  19. Isabela Alexander-Astiz Le Bras, Fiamma Straneo, James Holte, and N. Penny Holliday. Seasonality of freshwater in the east greenland current system from 2014 to 2016. Journal of Geophysical Research: Oceans, 123(12):8828–8848, dec 2018. URL:, doi:10.1029/2018jc014511.

  20. Daniel Rothenberg, Alexander Avramov, and Chien Wang. On the representation of aerosol activation and its influence on model-derived estimates of the aerosol indirect effect. Atmospheric Chemistry and Physics, 18(11):7961–7983, jun 2018. URL:, doi:10.5194/acp-18-7961-2018.

  21. Mirjam Hirt, Stephan Rasp, Ulrich Blahak, and George C. Craig. Stochastic parameterization of processes leading to convective initiation in kilometer-scale models. Monthly Weather Review, 147(11):3917–3934, oct 2019. URL:, doi:10.1175/mwr-d-19-0060.1.

  22. Fabien Maussion, Anton Butenko, Nicolas Champollion, Matthias Dusch, Julia Eis, Kévin Fourteau, Philipp Gregor, Alexander H. Jarosch, Johannes Landmann, Felix Oesterle, Beatriz Recinos, Timo Rothenpieler, Anouk Vlug, Christian T. Wild, and Ben Marzeion. The open global glacier model (OGGM) v1.1. Geoscientific Model Development, 12(3):909–931, mar 2019. URL:, doi:10.5194/gmd-12-909-2019.

  23. Philipp S Sommer. The psyplot interactive visualization framework. The Journal of Open Source Software, 2(16):363, aug 2017. URL:, doi:10.21105/joss.00363.

  24. Johannes Horak, Marlis Hofer, Fabien Maussion, Ethan Gutmann, Alexander Gohm, and Mathias W. Rotach. Assessing the added value of the intermediate complexity atmospheric research (ICAR) model for precipitation in complex topography. Hydrology and Earth System Sciences, 23(6):2715–2734, jun 2019. URL:, doi:10.5194/hess-23-2715-2019.

  25. Daniel Farinotti, Matthias Huss, Johannes J. Fürst, Johannes Landmann, Horst Machguth, Fabien Maussion, and Ankur Pandit. A consensus estimate for the ice thickness distribution of all glaciers on earth. Nature Geoscience, 12(3):168–173, feb 2019. URL:, doi:10.1038/s41561-019-0300-3.

  26. Hugues Goosse, Pierre-Yves Barriat, Quentin Dalaiden, François Klein, Ben Marzeion, Fabien Maussion, Paolo Pelucchi, and Anouk Vlug. Testing the consistency between changes in simulated climate and alpine glacier length over the past millennium. Climate of the Past, 14(8):1119–1133, aug 2018. URL:, doi:10.5194/cp-14-1119-2018.

  27. Daniel Farinotti, Douglas J. Brinkerhoff, Garry K. C. Clarke, Johannes J. Fürst, Holger Frey, Prateek Gantayat, Fabien Gillet-Chaulet, Claire Girard, Matthias Huss, Paul W. Leclercq, Andreas Linsbauer, Horst Machguth, Carlos Martin, Fabien Maussion, Mathieu Morlighem, Cyrille Mosbeux, Ankur Pandit, Andrea Portmann, Antoine Rabatel, RAAJ Ramsankaran, Thomas J. Reerink, Olivier Sanchez, Peter A. Stentoft, Sangita Singh Kumari, Ward J. J. van Pelt, Brian Anderson, Toby Benham, Daniel Binder, Julian A. Dowdeswell, Andrea Fischer, Kay Helfricht, Stanislav Kutuzov, Ivan Lavrentiev, Robert McNabb, G. Hilmar Gudmundsson, Huilin Li, and Liss M. Andreassen. How accurate are estimates of glacier ice thickness? results from ITMIX, the ice thickness models intercomparison eXperiment. The Cryosphere, 11(2):949–970, apr 2017. URL:, doi:10.5194/tc-11-949-2017.

  28. Paul M. Branson, Marco Ghisalberti, Gregory N. Ivey, and Emil J. Hopfinger. Cylinder wakes in shallow oscillatory flow: the coastal island wake problem. Journal of Fluid Mechanics, 874:158–184, jul 2019. URL:, doi:10.1017/jfm.2019.441.

  29. Ray Bell and Ben Kirtman. Seasonal forecasting of wind and waves in the north atlantic using a grand multimodel ensemble. Weather and Forecasting, 34(1):31–59, jan 2019. URL:, doi:10.1175/waf-d-18-0099.1.

  30. Guido Vettoretti and W. Richard Peltier. Fast physics and slow physics in the nonlinear dansgaard–oeschger relaxation oscillation. Journal of Climate, 31(9):3423–3449, mar 2018. URL:, doi:10.1175/jcli-d-17-0559.1.

  31. Chia-Wei Hsu and Jianjun Yin. How likely is an el niño to break the global mean surface temperature record during the 21st century? Environmental Research Letters, 14(9):094017, sep 2019. URL:, doi:10.1088/1748-9326/ab3b82.

  32. Richard P. Signell and Dharhas Pothina. Analysis and visualization of coastal ocean model data in the cloud. Journal of Marine Science and Engineering, 7(4):110, apr 2019. URL:, doi:10.3390/jmse7040110.

  33. Shawn D. Taylor and Ethan P. White. Automated data-intensive forecasting of plant phenology throughout the united states. Ecological Applications, nov 2019. URL:, doi:10.1002/eap.2025.

  34. Mark R. Petersen, Xylar S. Asay-Davis, Anne S. Berres, Qingshan Chen, Nils Feige, Matthew J. Hoffman, Douglas W. Jacobsen, Philip W. Jones, Mathew E. Maltrud, Stephen F. Price, Todd D. Ringler, Gregory J. Streletz, Adrian K. Turner, Luke P. Van Roekel, Milena Veneziani, Jonathan D. Wolfe, Phillip J. Wolfram, and Jonathan L. Woodring. An evaluation of the ocean and sea ice climate of e3sm using MPAS and interannual CORE-II forcing. Journal of Advances in Modeling Earth Systems, 11(5):1438–1458, may 2019. URL:, doi:10.1029/2018ms001373.

  35. Jean-Christophe Golaz, Peter M. Caldwell, Luke P. Van Roekel, Mark R. Petersen, Qi Tang, Jonathan D. Wolfe, Guta Abeshu, Valentine Anantharaj, Xylar S. Asay-Davis, David C. Bader, Sterling A. Baldwin, Gautam Bisht, Peter A. Bogenschutz, Marcia Branstetter, Michael A. Brunke, Steven R. Brus, Susannah M. Burrows, Philip J. Cameron-Smith, Aaron S. Donahue, Michael Deakin, Richard C. Easter, Katherine J. Evans, Yan Feng, Mark Flanner, James G. Foucar, Jeremy G. Fyke, Brian M. Griffin, Cécile Hannay, Bryce E. Harrop, Mattthew J. Hoffman, Elizabeth C. Hunke, Robert L. Jacob, Douglas W. Jacobsen, Nicole Jeffery, Philip W. Jones, Noel D. Keen, Stephen A. Klein, Vincent E. Larson, L. Ruby Leung, Hong-Yi Li, Wuyin Lin, William H. Lipscomb, Po-Lun Ma, Salil Mahajan, Mathew E. Maltrud, Azamat Mametjanov, Julie L. McClean, Renata B. McCoy, Richard B. Neale, Stephen F. Price, Yun Qian, Philip J. Rasch, J. E. Jack Reeves Eyre, William J. Riley, Todd D. Ringler, Andrew F. Roberts, Erika L. Roesler, Andrew G. Salinger, Zeshawn Shaheen, Xiaoying Shi, Balwinder Singh, Jinyun Tang, Mark A. Taylor, Peter E. Thornton, Adrian K. Turner, Milena Veneziani, Hui Wan, Hailong Wang, Shanlin Wang, Dean N. Williams, Phillip J. Wolfram, Patrick H. Worley, Shaocheng Xie, Yang Yang, Jin-Ho Yoon, Mark D. Zelinka, Charles S. Zender, Xubin Zeng, Chengzhu Zhang, Kai Zhang, Yuying Zhang, Xue Zheng, Tian Zhou, and Qing Zhu. The DOE e3sm coupled model version 1: overview and evaluation at standard resolution. Journal of Advances in Modeling Earth Systems, 11(7):2089–2129, jul 2019. URL:, doi:10.1029/2018ms001603.

  36. Riley X. Brady, Nicole S. Lovenduski, Michael A. Alexander, Michael Jacox, and Nicolas Gruber. On the role of climate modes in modulating the air–sea CO&lt$\mathsemicolon $sub&gt$\mathsemicolon $2&lt$\mathsemicolon $/sub&gt$\mathsemicolon $ fluxes in eastern boundary upwelling systems. Biogeosciences, 16(2):329–346, jan 2019. URL:, doi:10.5194/bg-16-329-2019.

  37. Riley Brady, Nicole Lovenduski, Stephen Yeager, Matthew Long, and Keith Lindsay. Skillful multiyear predictions of ocean acidification in the california current system. oct 2019. URL:, doi:10.31223/

  38. P. Gentine, M. Pritchard, S. Rasp, G. Reinaudi, and G. Yacalis. Could machine learning break the convection parameterization deadlock? Geophysical Research Letters, 45(11):5742–5751, jun 2018. URL:, doi:10.1029/2018gl078202.

  39. Stephan Rasp, Michael S. Pritchard, and Pierre Gentine. Deep learning to represent subgrid processes in climate models. Proceedings of the National Academy of Sciences, 115(39):9684–9689, sep 2018. URL:, doi:10.1073/pnas.1810286115.

  40. Stephan Rasp. Coupled online learning as a way to tackle instabilities and biases in neural network parameterizations: general algorithms and lorenz96 case study (v1.0). Geoscientific Model Development, jan 2020. URL:, doi:10.5194/gmd-2019-319.

  41. Joel P. Scott, Scout Crooke, Ivona Cetinić, Carlos E. Del Castillo, and Chelle L. Gentemann. Correcting non-photochemical quenching of saildrone chlorophyll-a fluorescence for evaluation of satellite ocean color retrievals. Optics Express, 28(3):4274, jan 2020. URL:, doi:10.1364/oe.382029.

  42. Emy Alerskans, Jacob L. Høyer, Chelle L. Gentemann, Leif Toudal Pedersen, Pia Nielsen-Englyst, and Craig Donlon. Construction of a climate data record of sea surface temperature from passive microwave measurements. Remote Sensing of Environment, 236:111485, jan 2020. URL:, doi:10.1016/j.rse.2019.111485.

  43. Alexander Kmoch, Arno Kanal, Alar Astover, Ain Kull, Holger Virro, Aveliina Helm, Meelis Pärtel, Ivika Ostonen, and Evelyn Uuemaa. EstSoil-EH v1.0: an eco-hydrological modelling parameters dataset derived from the soil mapof estonia. Earth System Science Data, oct 2019. URL:, doi:10.5194/essd-2019-192.

  44. H. E. Markus Meier, Florian Börgel, Claudia Frauen, and Hagen Radtke. Commentary: lake or sea? the unknown future of central baltic sea herring. Frontiers in Ecology and Evolution, mar 2020. URL:, doi:10.3389/fevo.2020.00055.

  45. Eric C. Bruning, Clemens E. Tillier, Samantha F. Edgington, Scott D. Rudlosky, Joe Zajic, Chad Gravelle, Matt Foster, Kristin M. Calhoun, P. Adrian Campbell, Geoffrey T. Stano, Christopher J. Schultz, and Tiffany C. Meyer. Meteorological imagery for the geostationary lightning mapper. Journal of Geophysical Research: Atmospheres, 124(24):14285–14309, dec 2019. URL:, doi:10.1029/2019jd030874.

  46. M. Almansi, T. W. N. Haine, R. Gelderloos, and R. S. Pickart. Evolution of denmark strait overflow cyclones and their relationship to overflow surges. Geophysical Research Letters, feb 2020. URL:, doi:10.1029/2019gl086759.

  47. Jihai Dong, Baylor Fox-Kemper, Hong Zhang, and Changming Dong. The seasonality of submesoscale energy production, content, and cascade. Geophysical Research Letters, mar 2020. URL:, doi:10.1029/2020gl087388.

  48. Tina Erica Odaka, Anderson Banihirwe, Guillaume Eynard-Bontemps, Aurelien Ponte, Guillaume Maze, Kevin Paul, Jared Baker, and Ryan Abernathey. The pangeo ecosystem: interactive computing tools for the geosciences: benchmarking on HPC. In Communications in Computer and Information Science, pages 190–204. Springer International Publishing, 2020. URL:, doi:10.1007/978-3-030-44728-1_12.

  49. Aaron Spring and Tatiana Ilyina. Predictability horizons in the global carbon cycle inferred from a perfect-model framework. Geophysical Research Letters, may 2020. URL:, doi:10.1029/2019gl085311.

  50. D. A. Cherian, E. L. Shroyer, H. W. Wijesekera, and J. N. Moum. The seasonal cycle of upper-ocean mixing at 8°n in the bay of bengal. Journal of Physical Oceanography, 50(2):323–342, feb 2020. URL:, doi:10.1175/jpo-d-19-0114.1.

  51. Matthew Henry, Tim Merlis, Nicholas Lutsko, and Brian Rose. Decomposing the drivers of polar amplification with a single column model. jun 2020. URL:, doi:10.31223/

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