Remaining Useful Life Prediction on NASA lithium-ion battery dataset
11.5RMSEBACE-RUL
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BACE-RUL2025.03 | 11.5 | 398 | 63.9 | — | — | — | — | — | — | — | — | — | — | |
| RF2025.03 | 12.38 | 401 | 12.43 | — | — | — | — | — | — | — | — | — | — | |
| SVM2025.03 | 14.81 | 749 | 88.02 | — | — | — | — | — | — | — | — | — | — | |
| Cox-PH2025.03 | 31.39 | 9,958 | 194.78 | — | — | — | — | — | — | — | — | — | — | |
| BRR2025.03 | 34.36 | 11,114 | 112.78 | — | — | — | — | — | — | — | — | — | — | |
| LSTM2025.03 | 41.21 | 7,381 | 172.07 | — | — | — | — | — | — | — | — | — | — | |
| DCNN2025.03 | 41.48 | 17,868 | 194.25 | — | — | — | — | — | — | — | — | — | — | |
| DATE2025.03 | 43.12 | 10,567 | 166.87 | — | — | — | — | — | — | — | — | — | — | |
| Weibull AFT2025.03 | 172.88 | 5,710,000,000,000,000,000,000,000,000 | 215.82 | — | — | — | — | — | — | — | — | — | — | |
| AttMoE2026.03 | — | — | — | 5.98 | 5.09 | 13.8 | 12.42 | 11.21 | 10.86 | 4.77 | 4.06 | 8.94 | 8.11 | |
| Bao et al.2026.03 | — | — | — | 7.89 | 6.8 | 14.13 | 11.3 | 4.3 | 3.67 | 13.18 | 11.01 | 9.87 | 8.19 | |
| DeTransformer2026.03 | — | — | — | 6.08 | 5.26 | 14.84 | 13.67 | 3.86 | 3.44 | 9.99 | 8.13 | 8.69 | 7.63 | |
| DSTN2026.03 | — | — | — | 5.87 | 4.7 | 9.37 | 7.78 | 6.93 | 6.02 | 4.43 | 3.65 | 6.65 | 5.54 | |
| Dual-Mixer2026.03 | — | — | — | 7.9 | 7.2 | 11.17 | 10.15 | 7.75 | 6.12 | 6.3 | 5.47 | 8.28 | 7.23 | |
| EM-UPF-W2026.03 | — | — | — | 5.65 | 4.58 | 10.1 | 7.51 | 7.06 | 5.21 | 8.69 | 6.38 | 7.88 | 5.92 | |
| IMDSSN2026.03 | — | — | — | 8.54 | 7.36 | 12.03 | 10.67 | 9.46 | 8.51 | 5.65 | 4.63 | 8.92 | 7.79 | |
| MsFormer2026.03 | — | — | — | 4.93 | 3.8 | 5.34 | 4.13 | 3.88 | 3.15 | 4.49 | 3.32 | 4.66 | 3.6 |