Fault Diagnosis on 20-class fault diagnosis dataset (test)
96.7AccuracyPaired-mirror residuals + ResNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Paired-mirror residuals + ResNetFeature extraction mode=Paired-mirror residuals, Classifier architecture=ResNet2026.04 | 96.7 | 96.7 | 9.9 | |
| Paired-mirror residuals + LSTMFeature extraction mode=Paired-mirror residuals, Classifier architecture=LSTM2026.04 | 96.5 | 96.4 | 10.7 | |
| Paired-mirror residuals + TransformerFeature extraction mode=Paired-mirror residuals, Classifier architecture=Transformer2026.04 | 96.4 | 96.3 | 10.7 | |
| Paired-mirror residuals + 1D-CNNFeature extraction mode=Paired-mirror residuals, Classifier architecture=1D-CNN2026.04 | 96.2 | 96.2 | 11.1 | |
| GRU surrogate residuals + ResNetFeature extraction mode=GRU surrogate residuals, Classifier architecture=ResNet2026.04 | 95.8 | 95.8 | 10.3 | |
| GRU surrogate residuals + 1D-CNNFeature extraction mode=GRU surrogate residuals, Classifier architecture=1D-CNN2026.04 | 95.8 | 95.7 | 12.2 | |
| GRU surrogate residuals + LSTMFeature extraction mode=GRU surrogate residuals, Classifier architecture=LSTM2026.04 | 95.2 | 95.1 | 13 | |
| Raw states + TransformerFeature extraction mode=Raw states, Classifier architecture=Transformer2026.04 | 95.2 | 95.1 | 12.1 | |
| GRU surrogate residuals + TransformerFeature extraction mode=GRU surrogate residuals, Classifier architecture=Transformer2026.04 | 94.9 | 94.9 | 14.9 | |
| Paired-mirror residuals + SVMFeature extraction mode=Paired-mirror residuals, Classifier architecture=SVM2026.04 | 94.4 | 94.4 | 12.6 | |
| Raw states + ResNetFeature extraction mode=Raw states, Classifier architecture=ResNet2026.04 | 93.7 | 93.7 | 16.3 | |
| Paired-mirror residuals + RFFeature extraction mode=Paired-mirror residuals, Classifier architecture=RF2026.04 | 91.8 | 91.9 | 13.9 |