RUL prediction on CALCE (test)
0.0179RMSECDFormer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CDFormerInput Feature=Multivariate (Multiple input features)2026.03 | 0.0179 | 0.0106 | 8.77 | |
| AttMoEInput Feature=Univariate (Discharge Capacity)2026.03 | 0.025 | 0.018 | 13.45 | |
| SA-LSTMInput Feature=Univariate (Discharge Capacity)2026.03 | 0.0324 | 0.0263 | 10.97 | |
| RNNInput Feature=Univariate (Discharge Capacity)2026.03 | 0.0534 | 0.0423 | 14.18 | |
| DeTransformerInput Feature=Univariate (Discharge Capacity)2026.03 | 0.0616 | 0.0481 | 12.82 | |
| LSTMInput Feature=Univariate (Discharge Capacity)2026.03 | 0.072 | 0.0487 | 14.66 | |
| GRUInput Feature=Univariate (Discharge Capacity)2026.03 | 0.0973 | 0.0756 | 16.46 |