Publications, data products, and libraries supported by CryoCloud#
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Publications and reports#
Abrahams, A., McKenzie, M., Perez, F., Venturelli, R. (2024). Automaticidentification of streamlined subglacial bedforms usingmachine learning: an open-source Python approach. Boreas. 10.1111/bor.12682
Fair, Z., Vuyovich, C., Neumann, T.A., Larsen, C.F., Stuefer, S.L., Mason, M., May, L. (submitted). “Characterizing ICESat-2 Snow Depths Over the Boreal Forests and Tundra of Alaska in Support of the SnowEx 2023 Campaign.” Water Resources Research.
Brencher, G., Henderson, S., and Shean, D. (submitted). “Quantifying degradation of the Imja Lake moraine dam with fused InSAR and SAR feature tracking time series.” EGUsphere 2024: 1-30. 10.5194/egusphere-2024-3196
Freer, B., Marsh, O., Fricker, H., Hogg, A., Siegfried, M., Floricioiu, D., Sauthoff, W., Rigby, R., Wilson, S. (accepted) Coincident lake drainage and grounding line retreat at Engelhardt Subglacial Lake, West Antarctica, West Antarctica. Journal of Geophysical Research - Earth Surface.
Wåhlin, A., Alley, K.E., Begeman, C., Hegrenæs, Ø., Yuan, X., Graham, A.G.C., Hogan, K., Davis, P.E.D., Dotto, T. S., Eayrs, C., Hall, RA., Holland, D., Kim, T.W., Larter, R., Ling, L., Muto, A., Pettit, E.C., Schmidt, B.E., Snow, T., Stedt, F., Washam, P. M., Wahlgren, S., Wild, C., Wellner, J., Zheng, Y., Heywood, K.J. (2024). Swirls and scoops: Ice base melt revealed by multibeam imagery of an Antarctic ice shelf, Science Advances, 10(31). 10.1126/sciadv.adn9188
Abrahams, E., Snow, T., Pérez, F., Siegfried, M. R. (2024). A Concise Augmentation Strategy for Preserving Spatial Context in Tiled Imagery for Earth Observation, Machine Learning for Remote Sensing Workshop {ML4RS} at The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024. arXiv:2404.10927
Snow, T., Zhang, W., Schreiber, E., Siegfried, M., Abdalati, W., Scambos, T. (2023). Alongshore winds force warm Atlantic Water toward Helheim Glacier in southeast Greenland, Journal of Geophysical Research: Oceans, 128 (9). 10.1029/2023JC019953
Millstein, J., Snow, T., Sauthoff, W., Scheick, J., & Siegfried, M. (2023). CryoCloud: Accelerating Discovery for NASA Cryosphere Communities with Open-Cloud Infrastructure (NASA Request for Information). Zenodo. 10.5281/zenodo.7662993
Chu, W., Bartholomaus, T., MacGregor, J., Morlighem, M., & Walden, V. (2023). Report on the 2023 Future of Greenland ice Sheet Science (FOGSS) Workshop: Unifying Themes, Cross-Cutting Priorities, and Future Directions.
Media#
Wong, J. (2024). “Keeping PACE with GPU enabled compute to detect global cloud cover using satellite data.” 2i2c Blog, https://2i2c.org/blog/2024/pace-hackweek.
Fisher, M., Stafford, T. (2019) “Desktop GIS Software in the Cloud with JupyterHub.” Jupyter Blog, https://blog.jupyter.org/desktop-gis-software-in-the-cloud-with-jupyterhub-ddced297019a.
Data products#
Sauthoff, W., & Freer, B. (2024). Subglacial water flow paths beneath Whillans Ice Plain, West Antarctica (Version 1.0) [Data set]. NERC EDS UK Polar Data Centre. https://doi.org/10.5285/0df5d4e9-2fcd-4420-b403-24d76848a5a5
Open source libraries#
icepyx from Jessica Scheick and others - Python tools for obtaining and working with ICESat-2 data
earthaccess from Luis Lopez and others - Python library to search for, and download or stream NASA Earth science data with just a few lines of code
Fig. 1 FlipNSlide tiling scheme#
FlipNSlide from Ellianna Abrahams and others - Python library that improves image tiling and augmentation for geospatial machine learning applications
SlideRule and sliderule-python from David Shean, JP Soinski and others - Python client and notebooks that make it easier to interact with SlideRule Earth on-demand data
ITS_LIVE-Downloader-Tracker from Victor Devaux-Chupin and others - a Python library for ITS_LIVE datacube downloading & tracking/strains calculation