Prognostics on XJTU-SY (MSE, Average rank)
6.8MSELSTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSTMTarget space=Normalized (x100)2026.06 | 6.8 | 3.83 | |
| CFTarget space=Normalized (x100)2026.06 | 7.5 | 5 | |
| TabPFNTarget space=Normalized (x100)2026.06 | 7.55 | 3.5 | |
| TabDPTTarget space=Normalized (x100)2026.06 | 8.63 | 3.33 | |
| XGBoostTarget space=Normalized (x100)2026.06 | 9.04 | 6.17 | |
| TiDETarget space=Normalized (x100)2026.06 | 9.68 | 5 | |
| PTSTTarget space=Normalized (x100)2026.06 | 9.8 | 10.33 | |
| ExpTarget space=Normalized (x100)2026.06 | 11.21 | 9.5 | |
| STFTarget space=Normalized (x100)2026.06 | 13.79 | 6.17 | |
| CNN-1DTarget space=Normalized (x100)2026.06 | 14.34 | 8.33 | |
| MLPTarget space=Normalized (x100)2026.06 | 14.8 | 10.5 | |
| TSTTarget space=Normalized (x100)2026.06 | 16.52 | 6.83 | |
| LinearTarget space=Normalized (x100)2026.06 | 107.37 | 12.5 | |
| LSTMTarget space=Original engineering units2026.06 | 123,688.33 | 3.83 | |
| CFTarget space=Original engineering units2026.06 | 149,462.6 | 5 | |
| TabPFNTarget space=Original engineering units2026.06 | 158,581.64 | 3.5 | |
| TabDPTTarget space=Original engineering units2026.06 | 163,786.3 | 3.33 | |
| XGBoostTarget space=Original engineering units2026.06 | 176,032.7 | 6.17 | |
| PTSTTarget space=Original engineering units2026.06 | 182,128.52 | 10.17 | |
| TiDETarget space=Original engineering units2026.06 | 194,915.73 | 5.17 | |
| ExpTarget space=Original engineering units2026.06 | 228,864.76 | 9.5 | |
| CNN-1DTarget space=Original engineering units2026.06 | 254,182.17 | 8.17 | |
| STFTarget space=Original engineering units2026.06 | 275,295.87 | 6.33 | |
| MLPTarget space=Original engineering units2026.06 | 287,760.52 | 10.5 | |
| TSTTarget space=Original engineering units2026.06 | 331,603.13 | 6.83 | |
| LinearTarget space=Original engineering units2026.06 | 1,877,895.28 | 12.5 |