Battery and Bearing Prognostics on NB14, UNIBO21, and XJTU-SY
5.38Average Rank (NB14)Linear
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Linear2026.06 | 5.38 | 5.85 | 11.4 | 13 | |
| STF2026.06 | 14.34 | 10.79 | 21.58 | 9.67 | |
| Exp2026.06 | 14.45 | 9.91 | 19.15 | 10.67 | |
| MLP2026.06 | 15.46 | 10.85 | 18.27 | 10 | |
| CNN-1D2026.06 | 18.29 | 10.7 | 18.36 | 10 | |
| PTST2026.06 | 24.17 | 12.57 | 23.41 | 7 | |
| TST2026.06 | 24.31 | 13.71 | 14.89 | 8.67 | |
| XGBoost2026.06 | 24.49 | 20.24 | 20.14 | 5.67 | |
| TabPFN2026.06 | 26.03 | 21.59 | 24.4 | 3.33 | |
| TabDPT2026.06 | 29.16 | 20.35 | 24.42 | 3 | |
| LSTM2026.06 | 31.28 | 14.74 | 24.83 | 3 | |
| CF2026.06 | 33.45 | 17.21 | 24.72 | 2.67 | |
| TiDE2026.06 | 36.28 | 14.63 | 22.46 | 4.33 |