waves

To use the most recent data, please download it from CDIP websitehttp://cdip.ucsd.edu/.

Save the data at thredds.cdip.ucsd.edu/thredds/fileServer/cdip/archive/ . \n How to train the ml algorithms.

1. Run pip install -r requirements.txt.
2. Run python get_cdip_features.py 3 to get the data from the CDIP website.
3. Run python test_classifiers.py 3 to get the parameters for the machine learning algorithms.
4. Use the best parameters used and put it in save_files.py. And, then run python save_files.py 3 to save machine learning algorithms.
5. Run python test.py filename to run testing on the data. Note that the data should be in CDIP format (netcdf).

Please cite:

Pujan Pokhrel, Elias Ioup, Md Tamjidul Hoque, Mahdi Abdelguerfi, Julian Simeonov, "Forecasting significant wave heights in oceanic waters", 2021, Arxiv.

Thanks, Enjoy