Corpus ID: 214693028

MetNet: A Neural Weather Model for Precipitation Forecasting

@article{Snderby2020MetNetAN,
  title={MetNet: A Neural Weather Model for Precipitation Forecasting},
  author={C. S{\o}nderby and Lasse Espeholt and Jonathan Heek and M. Dehghani and A. Oliver and Tim Salimans and Shreya Agrawal and J. Hickey and Nal Kalchbrenner},
  journal={ArXiv},
  year={2020},
  volume={abs/2003.12140}
}
  • C. Sønderby, Lasse Espeholt, +6 authors Nal Kalchbrenner
  • Published 2020
  • Mathematics, Computer Science, Physics
  • ArXiv
  • Weather forecasting is a long standing scientific challenge with direct social and economic impact. The task is suitable for deep neural networks due to vast amounts of continuously collected data and a rich spatial and temporal structure that presents long range dependencies. We introduce MetNet, a neural network that forecasts precipitation up to 8 hours into the future at the high spatial resolution of 1 km$^2$ and at the temporal resolution of 2 minutes with a latency in the order of… CONTINUE READING
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    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 36 REFERENCES
    Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
    • 2,134
    • PDF
    The quiet revolution of numerical weather prediction
    • 657
    • Highly Influential
    • PDF
    A North American Hourly Assimilation and Model Forecast Cycle: The Rapid Refresh
    • 273
    • PDF
    ImageNet classification with deep convolutional neural networks
    • 52,545
    • PDF
    Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model
    • 117
    • PDF