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ICESat-2 sea ice processing for surface classification and freeboard calculation

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IS2_ML

ICESat-2 sea ice processing for surface classification and freeboard calculation

  • 01_find_overlapped_data.ipynb: Find overlapped ICESat-2 and Sentinel-2 data, including download ICESat-2 data.
  • 02_ATL07_processing.ipynb: Process downloaded ATL07 files and save them as shapefiles and csvfiles.
  • visualize_images.py: Display ATL07 shapefiles and coincident Sentinel-2 images via QGIS software. Label ATL07 data using ground-truth Sentinel-2 images
  • 03_ATL07_train_ANN.ipynb: Train and test Machine Learning models (e.g. DNN and LSTM) based on the labelled train data.

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ICESat-2 sea ice processing for surface classification and freeboard calculation

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  • Jupyter Notebook 99.8%
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