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The Compatibility between the Pangu Weather Forecasting Model and Meteorological Operational Data
Recently, multiple data-driven models based on machine learning for weather forecasting have emerged.
Meteorological Satellite Images Prediction Based on Deep Multi-scales Extrapolation Fusion
First, we downsample the original satellite images dataset with large size to several images datasets with smaller resolutions, then we use a deep spatiotemporal sequences prediction method to generate the multi-scales prediction images with different resolutions separately.
Creating synthetic night-time visible-light meteorological satellite images using the GAN method
To better model the nonlinear relationship from infrared data and NWP products to visible light images, we propose to use the channel-wise attention mechanics, e. g., SEBlock to quantitative weight the input channels.
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