Remaining Useful Life Estimation on N-CMAPSS
9.23RUL Error (DS01→DS02)EviAdapt
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EviAdapt2026.03 | 9.23 | 9.87 | 9.69 | 9.74 | 9.87 | 5.81 | 9.04 | |
| ADARUL2026.03 | 9.97 | 13.5 | 17.51 | 14.2 | 14.07 | 9.18 | 13.07 | |
| Cons DANN2026.03 | 10.03 | 11.91 | 16.52 | 12.96 | 17.48 | 10.25 | 13.19 | |
| CADA2026.03 | 10.05 | 14.12 | 16.07 | 13.14 | 18.88 | 12.9 | 14.19 | |
| Deep Coral2026.03 | 14.06 | 15.75 | 21.34 | 16.37 | 24.42 | 16.21 | 18.03 | |
| DDC2026.03 | 19.23 | 21.12 | 21.05 | 15.86 | 24.75 | 17.78 | 19.96 | |
| Source-RMSE2026.03 | 21.89 | 28.23 | 33.29 | 25.64 | 40.37 | 26.5 | 29.32 | |
| Source-EVI2026.03 | 23.64 | 27.89 | 30.68 | 24.25 | 40.23 | 28.11 | 29.14 | |
| EviAdapt2026.03 | 1,515 | 5,742 | 3,804 | 7,553 | 4,205 | 979 | 3,966 | |
| ADARUL2026.03 | 1,579 | 11,370 | 11,924 | 11,135 | 5,908 | 1,441 | 7,226 | |
| CADA2026.03 | 1,632 | 12,260 | 8,568 | 9,814 | 13,335 | 2,459 | 8,011 | |
| Cons DANN2026.03 | 1,715 | 8,216 | 9,634 | 9,675 | 10,183 | 1,783 | 6,868 | |
| Deep Coral2026.03 | 2,880 | 13,444 | 17,037 | 15,810 | 22,697 | 3,804 | 12,613 | |
| DDC2026.03 | 5,767 | 28,992 | 16,178 | 14,566 | 24,616 | 5,325 | 15,908 | |
| Source-RMSE2026.03 | 7,202 | 58,571 | 62,615 | 49,246 | 118,257 | 11,480 | 51,228 | |
| Source-EVI2026.03 | 8,662 | 55,812 | 53,767 | 45,930 | 119,890 | 14,051 | 49,685 |