Bearing Fault Detection on CWRU
0.044Inference Time (s)Deep SVDD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Deep SVDDModel params=213,568, Reference bank size=0, Test windows=8,9832026.06 | 0.044 | 0.0049 | 13.5 | |
| KNN DistanceModel params=0, Reference bank size=1,561, Test windows=8,9832026.06 | 0.062 | 0.0069 | 0 | |
| LOF NoveltyModel params=0, Reference bank size=1,561, Test windows=8,9832026.06 | 0.066 | 0.0073 | 0 | |
| TPA-AD (Stage 2 only)Model params=123,840, Reference bank size=1,561, Test windows=8,9832026.06 | 0.113 | 0.0126 | 169.3 | |
| Isolation ForestModel params=0, Reference bank size=1,561, Test windows=8,9832026.06 | 0.226 | 0.0251 | 0 | |
| One-class SVMModel params=0, Reference bank size=1,561, Test windows=8,9832026.06 | 0.36 | 0.0401 | 0 | |
| TranADModel params=401, Reference bank size=0, Test windows=8,9832026.06 | 0.493 | 0.0549 | 302.3 | |
| Transformer AEModel params=67,265, Reference bank size=0, Test windows=8,9832026.06 | 0.548 | 0.061 | 141.9 | |
| Adjacent TransformerModel params=67,265, Reference bank size=0, Test windows=8,9832026.06 | 0.961 | 0.107 | 1,261.4 |