Battery Prognostics on Battery Prognostics CS1 (default split)
0.0377MAE (Voltage)HRPINN-Large
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HRPINN-LargeTraining Time (s)=1371.69 ± 368.29, Inference Time/Sample (s)=3.5075 ± 0.4102, Parameters=10,0782025.11 | 0.0377 | 56.23 | |
| HRPINN-SmallTraining Time (s)=1021.41 ± 301.54, Inference Time/Sample (s)=3.3507 ± 0.0950, Parameters=682025.11 | 0.1001 | 353.98 | |
| PINNMode=Baseline, Training Time (s)=248.93 ± 92.60, Inference Time/Sample (s)=0.0099 ± 0.0008, Parameters=10,1742025.11 | 0.1127 | 458.27 | |
| NODEMode=Baseline, Training Time (s)=1121.53 ± 227.22, Inference Time/Sample (s)=0.1564 ± 0.0022, Parameters=10,1202025.11 | 0.1458 | 1,042.24 |