Deepmind
  

  
    

Nowcasting 3

  Our latest research and state-of-the-art model advances the science of Precipitation Nowcasting.


  

  
    
    
  

  


GitHub: https://github.com/deepmind/deepmind-research/tree/master/nowcasting 15
Colab: Google Colab 15
Paper: Skilful precipitation nowcasting using deep generative models of radar | Nature 9

Recently introduced deep learning methods use radar to directly predict future rain rates, free of physical constraints5,6. While they accurately predict low-intensity rainfall, their operational utility is limited because their lack of constraints produces blurry nowcasts at longer lead times, yielding poor performance on rarer medium-to-heavy rain events. Here we present a deep generative model for the probabilistic nowcasting of precipitation from radar that addresses these challenges.

https://lh3.googleusercontent.com/8PmJxGsCJ01Usa4ZN5cRKng8bIJMVAYHQwmzwBe5mZqWMazGljujwUplM0VCP1ZEzghp6Ie65gJALkLWzR2fGLopN8bIAKbFBvc4zJi4HzNHR4OX3Vc=w2048-rw-v1(image larger than 4096KB) 6