Remaining Useful Life estimation on Device B Industrial sensor datasets (Nokia) (test)
64MAECHRONOS-2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CHRONOS-2Context window length (L)=52026.06 | 64 | 7,212 | |
| Transformer (encoder)Context window length (L)=52026.06 | 95 | 8,900 | |
| LSTMContext window length (L)=52026.06 | 99 | 10,212 | |
| GRUContext window length (L)=52026.06 | 102 | 9,523 | |
| RandForestContext window length (L)=52026.06 | 112 | 15,655 | |
| TCN / Temporal CNNContext window length (L)=52026.06 | 112 | 11,435 | |
| LinRegContext window length (L)=52026.06 | 120 | 22,123 | |
| GrBoostContext window length (L)=52026.06 | 130 | 33,400 |