Remaining Useful Life Estimation on Device A Industrial sensor datasets (Nokia) (test)
44MAECHRONOS-2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CHRONOS-2Context window length (L)=52026.06 | 44 | 6,513 | |
| TCN / Temporal CNNContext window length (L)=52026.06 | 88 | 9,689 | |
| Transformer (encoder)Context window length (L)=52026.06 | 90 | 10,500 | |
| GRUContext window length (L)=52026.06 | 91 | 10,236 | |
| LSTMContext window length (L)=52026.06 | 93 | 12,400 | |
| RandForestContext window length (L)=52026.06 | 165 | 48,655 | |
| LinRegContext window length (L)=52026.06 | 173 | 44,123 | |
| GrBoostContext window length (L)=52026.06 | 186 | 53,400 |