State of Health Prediction on NASA Li-ion Battery #06
0.0374RMSEMDFA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MDFA-Net2025.12 | 0.0374 | 0.0284 | — | 0.9709 | |
| DeTransformer2025.12 | 0.0406 | 0.0311 | — | 0.9656 | |
| JPO-CFNN2025.12 | 0.0462 | — | — | — | |
| MMMe2025.12 | 0.0474 | 0.037 | — | 0.9531 | |
| AUKF-GASVR2025.12 | 0.051 | 0.0392 | — | 0.7743 | |
| Lai et al.2025.12 | 0.0621 | 0.0473 | — | 0.9196 | |
| DCNN2025.12 | 0.0862 | 0.0687 | — | 0.8455 | |
| CNN-LSTM2025.12 | 0.12 | 0.1006 | — | 0.7005 | |
| LSTM2025.12 | 0.1258 | 0.1123 | — | 0.6711 | |
| SambaMixerStart Cycle ID=30 (A)2024.10 | 0.824 | 0.575 | 0.845 | — | |
| SambaMixerStart Cycle ID=70 (C)2024.10 | 0.905 | 0.68 | 1.045 | — | |
| SambaMixerStart Cycle ID=100 (E)2024.10 | 1.045 | 0.808 | 1.275 | — | |
| Oursevaluation_source=on-platform evaluation2026.03 | 1.09 | 0.77 | 1.09 | — | |
| [39]evaluation_source=sourced from literature2026.03 | 1.35 | 0.82 | 0.87 | — | |
| [38]evaluation_source=sourced from literature2026.03 | 1.9 | 1.5 | 1.98 | — | |
| SambaMixer2024.10 | 2.068 | 1.173 | 1.406 | — | |
| SambaMixerStart Cycle ID=02024.10 | 2.068 | 1.173 | 1.406 | — | |
| LSTMevaluation_source=on-platform evaluation2026.03 | 2.24 | 1.84 | 2.56 | — | |
| [37]evaluation_source=sourced from literature2026.03 | 2.48 | 1.74 | — | — | |
| Mazzi et al.Start Cycle ID=70 (C)2024.10 | 2.516 | 2.08 | 1.65 | — | |
| Transformerevaluation_source=on-platform evaluation2026.03 | 2.52 | 2.06 | 2.99 | — | |
| Mazzi et al.Start Cycle ID=100 (E)2024.10 | 2.859 | 2.44 | 1.901 | — | |
| CNNevaluation_source=on-platform evaluation2026.03 | 2.93 | 2.29 | 3.31 | — | |
| Mazzi et al.Start Cycle ID=30 (A)2024.10 | 3.09 | 2.445 | 1.726 | — | |
| Mazzi et al.2024.10 | 3.177 | 2.448 | 1.579 | — | |
| Mazzi et al.Start Cycle ID=02024.10 | 3.177 | 2.448 | 1.579 | — | |
| TCNevaluation_source=on-platform evaluation2026.03 | 3.7 | 3.09 | 4.24 | — |