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Convolutional Neural Network for Convective Storm Nowcasting Using 3D Doppler Weather Radar Data
On the first layer of CNN, a cross-channel 3D convolution was proposed to fuse 3D raw data.
Application of Multi-channel 3D-cube Successive Convolution Network for Convective Storm Nowcasting
This paper describes the first attempt to nowcast storm initiation, growth, and advection simultaneously under a deep learning framework using multi-source meteorological data.
A Machine Learning Nowcasting Method based on Real-time Reanalysis Data
Despite marked progress over the past several decades, convective storm nowcasting remains a challenge because most nowcasting systems are based on linear extrapolation of radar reflectivity without much consideration for other meteorological fields.
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