This is the project for the Central Weather Bureau (Taiwan) which predicts the initiation of convective cell using Deep learning Model.
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- Make sure you prepare the SCAN&Radar data first
- Simply run the pl_run.py to start training
- Model checkpoint will be saved in /root/user/SCAN_checkpoints/
- You can also track the training process by logger which is saved in /root/user/logs with tensorboard
- Utilize the checkpoint to testing the result in another repository /DLSCAN_eval
- Contact [email protected] if you have any problems
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This is our DLSCAN model schematic diagram. We utilize CNN layer combined with conv-GRU to form a U-NET structure. Then post-process the result with some tricky method (Interesing details will be in our ongoing paper).
Done on 15, Spetember, 2022 [name=peterpan]