| { |
| "model_name": "GlobalSurgeML", |
| "model_type": "globalsurgeml", |
| "architectures": [ |
| "GlobalSurgeML" |
| ], |
| "framework": "PyTorch", |
| "domain": "physical-oceanography", |
| "task": "daily-maximum-storm-surge-regression", |
| "implementation": { |
| "entry_point": "model/globalsurgeml.py", |
| "scope": "core-method and real-feature-dimension scaled 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": { |
| "family": "station-wise PCA stepwise-linear and random-forest regression ensemble", |
| "configurations": [ |
| "LR-RS", |
| "LR-RS-lag", |
| "RF-RS-lag", |
| "LR-AR", |
| "LR-AR-lag", |
| "RF-AR-lag" |
| ], |
| "daily_feature_count": 50, |
| "lagged_feature_count": 300, |
| "p_value_threshold": 0.05, |
| "random_forest_trees": 50, |
| "engineering_random_forest_max_depth": 4, |
| "paper_pca_explained_variance": 0.9, |
| "paper_post_pca_feature_range": "300-500" |
| }, |
| "data": { |
| "datasets": [ |
| "GESLA-2", |
| "CCMP", |
| "20CRV2c", |
| "Microwave OI SST", |
| "GPCP", |
| "ERA-Interim", |
| "GTSR" |
| ], |
| "protocol": "global_storm_surge_pca_station_daily_v1", |
| "format": "NPZ", |
| "input_layout": "NF", |
| "target_layout": "N1", |
| "input_shapes": { |
| "rs_daily": ["N", 50], |
| "rs_lagged": ["N", 300], |
| "ar_daily": ["N", 50], |
| "ar_lagged": ["N", 300] |
| }, |
| "target": "daily maximum non-tidal residual", |
| "target_unit": "m", |
| "sample_interval_hours": 24, |
| "lag_interval_hours": 6, |
| "maximum_lag_hours": 30, |
| "rs_variables": ["u", "u2", "u3", "v", "v2", "v3", "slp", "sst", "precipitation"], |
| "ar_variables": ["u", "u2", "u3", "v", "v2", "v3", "slp"] |
| }, |
| "configuration_sources": [ |
| "conf/config.yaml", |
| "model/globalsurgeml.py", |
| "scripts/fake_data.py", |
| "scripts/train.py", |
| "scripts/inference.py", |
| "scripts/result.py" |
| ] |
| } |
|
|
