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Polynya_CNN2D_GMM

Last updated 22 May 2025 by Céline Heuzé

Main scripts to reproduce the results of Heuzé and Wong (2025), submitted to EGU's The Cryosphere: 0) Obtain the daily sea ice concentration data from NSIDC at https://nsidc.org/data/nsidc-0051/versions/2, and the daily polynya masks from Wong et al. (2025) - link to come when available;

  1. Run dataprep.m to prepare the datasets for the network
  2. [option] Run CNN2D.ipynb cell 1 to generate your own ensemble of models; alt directly use CNN2D_....keras in CNN2D.ipynb cell 2
  3. Run GMM.ipynb Information about which dataset with which dimension to use where is provided in all scripts. Enjoy!

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