File size: 1,982 Bytes
2f3c9e4 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 | {
"model_name": "PINN-TC",
"model_type": "pinn_tc",
"architectures": [
"PINNTC"
],
"framework": "PyTorch",
"domain": "tropical cyclone dynamics",
"task": "continuous-domain tropical-cyclone field reconstruction",
"implementation": {
"entry_point": "model/pinn-tc.py",
"scope": "Core-method and full-data-dimension reduced-scale end-to-end engineering reproduction",
"train_script": "scripts/train.py",
"inference_script": "scripts/inference.py",
"evaluation_script": "scripts/result.py",
"synthetic_data_script": "scripts/fake_data.py"
},
"architecture": {
"inputs": ["y", "x", "t", "p"],
"outputs": ["u", "v", "geopotential", "omega"],
"supervised_outputs": ["u", "v", "geopotential"],
"pde_constrained_output": "omega",
"activation": "tanh",
"engineering_model": {"width": 16, "depth": 2},
"paper_models": {
"2D": {"hidden_layers": 8, "width": 100},
"3D": {"hidden_layers": 4, "width": 100},
"real": {"hidden_layers": 4, "width": 50}
},
"physics_residuals": ["zonal_momentum", "meridional_momentum", "pressure_continuity"]
},
"data": {
"dataset": "T-SHiELD Hurricane Ida case and NOAA/AOML observations",
"protocol": "Sparse storm-centered coordinate observations with collocation points over the full continuous domain",
"format_version": "pinn_tc_v1",
"input_shape": ["N", 4],
"output_shape": ["N", 4],
"dense_output_shape": [251, 251, 44, 3, 4],
"dense_output_layout": "YXPTV",
"horizontal_extent_m": [-400000, 400000],
"horizontal_resolution_km": 3.2,
"pressure_levels": 44,
"pressure_range_pa": [15000, 90000],
"observation_times_s": [-10800, 0, 10800],
"units": {"u_v": "m s-1", "geopotential": "m2 s-2", "omega": "Pa s-1"}
},
"configuration_sources": [
"conf/config.yaml",
"model/pinn-tc.py",
"scripts/fake_data.py",
"scripts/train.py",
"scripts/inference.py",
"scripts/result.py"
]
}
|