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A model for short-term precipitation forecasting based on radar data

Short-term precipitation forecasting from weather radar data using Convolutional LSTM neural networks

This is the repository with the code accompanying this Medium article.The relevant paper is also available in ArXiv

Data

The raw data used for training and validation can be found in this link (too large to host on GitHub). A trained version of the model can also be found in the same link for inference purposes.

The model

The model was developed using Tensorflow and Keras Model

Results

Ground Truth

Predicted frames

Cite

@misc{demetrakopoulos2023shortterm,
      title={Short-term Precipitation Forecasting in The Netherlands: An Application of Convolutional LSTM neural networks to weather radar data}, 
      author={Petros Demetrakopoulos},
      year={2023},
      eprint={2312.01197},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}