| { | |
| "model_name": "NowcastNet", | |
| "model_type": "nowcastnet", | |
| "architectures": [ | |
| "Net" | |
| ], | |
| "framework": "PyTorch", | |
| "domain": "atmosphere", | |
| "task": "extreme-precipitation-nowcasting", | |
| "implementation": { | |
| "entry_point": "model/nowcastnet.py", | |
| "scope": "evolution and generative networks for radar precipitation nowcasting" | |
| }, | |
| "architecture": { | |
| "family": "physics-guided evolution network plus conditional generative network", | |
| "input_length": 9, | |
| "total_length": 29, | |
| "prediction_length": 20, | |
| "image_shape": [ | |
| 512, | |
| 512 | |
| ], | |
| "input_channels": 1, | |
| "base_channels": 32, | |
| "noise_channels": 32 | |
| }, | |
| "data": { | |
| "dataset": "MRMS", | |
| "protocol": "synthetic_radar_precipitation", | |
| "scale_divisor": 10.0, | |
| "offset": 3.0, | |
| "clip_max": 128.0 | |
| }, | |
| "configuration_sources": [ | |
| "conf/config.yaml", | |
| "model/nowcastnet.py", | |
| "model/evolution_network.py", | |
| "model/generative_network.py" | |
| ] | |
| } | |