RUL prediction on N-CMAPSS (RMSE)
7.37RMSEPC-MambaSDE
Evaluation results
| Method | Links | |
|---|---|---|
| PC-MambaSDESetting=Base2026.06 | 7.37 | |
| PC-MambaSDESetting=μlen = 102026.06 | 8.08 | |
| ACSSMSetting=Base2026.06 | 8.38 | |
| PC-MambaSDESetting=μlen = 202026.06 | 8.39 | |
| ACSSMSetting=μlen = 102026.06 | 9.04 | |
| PSRSetting=Base2026.06 | 9.06 | |
| PC-MambaSDESetting=σjitter = 0.252026.06 | 9.6 | |
| PC-MambaSDESetting=σjitter = 0.52026.06 | 9.9 | |
| PSRSetting=μlen = 102026.06 | 10.71 | |
| ACSSMSetting=μlen = 202026.06 | 12.12 | |
| PC-MambaSDESetting=αnoise = 1.52026.06 | 12.21 | |
| PC-MambaSDESetting=αnoise = 32026.06 | 12.25 | |
| ACSSMSetting=αnoise = 1.52026.06 | 13.18 | |
| PSRSetting=σjitter = 0.252026.06 | 13.6 | |
| PSRSetting=σjitter = 0.52026.06 | 14.11 | |
| ACSSMSetting=αnoise = 32026.06 | 14.17 | |
| PSRSetting=μlen = 202026.06 | 15.04 | |
| PSRSetting=αnoise = 32026.06 | 15.25 | |
| PSRSetting=αnoise = 1.52026.06 | 15.27 | |
| ACSSMSetting=σjitter = 0.252026.06 | 15.89 | |
| PC-MambaSDESetting=λburst = 0.152026.06 | 16.07 | |
| PC-MambaSDESetting=λburst = 0.32026.06 | 19.07 | |
| ACSSMSetting=σjitter = 0.52026.06 | 19.84 | |
| S-MFMLPSetting=Base2026.06 | 20.65 | |
| S-MFMLPSetting=σjitter = 0.252026.06 | 20.96 | |
| Latent-SDESetting=Base2026.06 | 21.13 | |
| PSRSetting=λburst = 0.152026.06 | 21.25 | |
| S-MFMLPSetting=μlen = 102026.06 | 21.29 | |
| S-MFMLPSetting=αnoise = 1.52026.06 | 21.56 | |
| S-MFMLPSetting=αnoise = 32026.06 | 21.95 | |
| S-MFMLPSetting=σjitter = 0.52026.06 | 21.97 | |
| Latent-SDESetting=αnoise = 1.52026.06 | 22.39 | |
| Latent-SDESetting=αnoise = 32026.06 | 22.56 | |
| Latent-ODESetting=Base2026.06 | 22.74 | |
| Latent-SDESetting=σjitter = 0.252026.06 | 23 | |
| S-MFMLPSetting=μlen = 202026.06 | 23.25 | |
| PSRSetting=λburst = 0.32026.06 | 23.61 | |
| Latent-SDESetting=σjitter = 0.52026.06 | 23.62 | |
| Latent-ODESetting=αnoise = 1.52026.06 | 23.65 | |
| Latent-ODESetting=σjitter = 0.252026.06 | 23.86 | |
| Latent-ODESetting=αnoise = 32026.06 | 24.13 | |
| Latent-ODESetting=σjitter = 0.52026.06 | 24.55 | |
| ACSSMSetting=λburst = 0.152026.06 | 25.27 | |
| Latent-SDESetting=μlen = 102026.06 | 27.69 | |
| Latent-ODESetting=μlen = 102026.06 | 28.55 | |
| ACSSMSetting=λburst = 0.32026.06 | 29.52 | |
| Latent-SDESetting=μlen = 202026.06 | 29.63 | |
| S-MFMLPSetting=λburst = 0.152026.06 | 30.52 | |
| Latent-ODESetting=μlen = 202026.06 | 31.44 | |
| LSTM+MPACESetting=Base2026.06 | 31.48 | |
| Latent-SDESetting=λburst = 0.152026.06 | 34.46 | |
| LSTM+MPACESetting=μlen = 102026.06 | 34.71 | |
| Latent-ODESetting=λburst = 0.152026.06 | 35.27 | |
| LSTM+MPACESetting=σjitter = 0.252026.06 | 35.44 | |
| LSTM+MPACESetting=αnoise = 1.52026.06 | 35.57 | |
| LSTM+MPACESetting=μlen = 202026.06 | 36.32 | |
| LSTM+MPACESetting=αnoise = 32026.06 | 36.4 | |
| Latent-SDESetting=λburst = 0.32026.06 | 36.85 | |
| Latent-ODESetting=λburst = 0.32026.06 | 37.63 | |
| LSTM+MPACESetting=σjitter = 0.52026.06 | 38.2 | |
| LSTM+MPACESetting=λburst = 0.152026.06 | 38.64 | |
| S-MFMLPSetting=λburst = 0.32026.06 | 38.93 | |
| LSTM+MPACESetting=λburst = 0.32026.06 | 42.56 | |
| LSTM+GPSetting=Base2026.06 | 42.94 | |
| LSTM+GPSetting=μlen = 102026.06 | 44.44 | |
| LSTM+GPSetting=μlen = 202026.06 | 47.09 | |
| LSTM+GPSetting=λburst = 0.152026.06 | 48.74 | |
| LSTM+GPSetting=λburst = 0.32026.06 | 49.24 | |
| LSTM+GPSetting=σjitter = 0.252026.06 | 50.87 | |
| LSTM+GPSetting=αnoise = 1.52026.06 | 50.91 | |
| LSTM+GPSetting=αnoise = 32026.06 | 53.5 | |
| LSTM+GPSetting=σjitter = 0.52026.06 | 53.7 |