Fault Diagnosis on Tennessee Eastman process (TEP) dataset (test)
100FDRLGF-MLTG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LGF-MLTGFault=12026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=12026.04 | 100 | 100 | 100 | |
| GF-CNNFault=12026.04 | 100 | 100 | 100 | |
| ST-GCNFault=12026.04 | 100 | 99.5 | 99.7 | |
| ANNFault=12026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=22026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=22026.04 | 100 | 100 | 100 | |
| GF-CNNFault=22026.04 | 100 | 100 | 100 | |
| ST-GCNFault=22026.04 | 100 | 100 | 100 | |
| GATFault=22026.04 | 100 | 100 | 100 | |
| ANNFault=22026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=42026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=42026.04 | 100 | 100 | 100 | |
| GF-CNNFault=42026.04 | 100 | 99 | 99.5 | |
| ST-GCNFault=42026.04 | 100 | 98.5 | 99.2 | |
| ANNFault=42026.04 | 100 | 96.6 | 98.3 | |
| LGF-MLTGFault=52026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=52026.04 | 100 | 100 | 100 | |
| GF-CNNFault=52026.04 | 100 | 100 | 100 | |
| ANNFault=52026.04 | 100 | 98 | 99 | |
| LGF-MLTGFault=62026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=62026.04 | 100 | 100 | 100 | |
| GF-CNNFault=62026.04 | 100 | 100 | 100 | |
| ST-GCNFault=62026.04 | 100 | 100 | 100 | |
| GATFault=62026.04 | 100 | 94.3 | 97.1 | |
| ANNFault=62026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=72026.04 | 100 | 100 | 100 | |
| GF-CNNFault=72026.04 | 100 | 100 | 100 | |
| ST-GCNFault=72026.04 | 100 | 99.5 | 99.7 | |
| ANNFault=72026.04 | 100 | 99.5 | 99.8 | |
| LGF-MLTGFault=82026.04 | 100 | 99 | 99.5 | |
| LSTM-CNNFault=82026.04 | 100 | 99 | 99.5 | |
| GF-CNNFault=82026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=112026.04 | 100 | 99 | 99.5 | |
| GF-CNNFault=112026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=132026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=142026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=142026.04 | 100 | 100 | 100 | |
| GF-CNNFault=142026.04 | 100 | 100 | 100 | |
| ST-GCNFault=142026.04 | 100 | 99.5 | 99.7 | |
| GATFault=142026.04 | 100 | 100 | 100 | |
| ANNFault=142026.04 | 100 | 99.5 | 99.8 | |
| LSTM-CNNFault=172026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=182026.04 | 100 | 93 | 96.4 | |
| LSTM-CNNFault=182026.04 | 100 | 93.8 | 96.8 | |
| GF-CNNFault=182026.04 | 100 | 93.9 | 96.9 | |
| ST-GCNFault=182026.04 | 100 | 94 | 96.9 | |
| ANNFault=182026.04 | 100 | 93.9 | 96.9 | |
| LGF-MLTGFault=192026.04 | 100 | 100 | 100 | |
| GF-CNNFault=192026.04 | 100 | 99.5 | 99.8 | |
| ST-GCNFault=192026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=202026.04 | 100 | 100 | 100 | |
| LSTM-CNNFault=202026.04 | 100 | 100 | 100 | |
| LGF-MLTGFault=72026.04 | 99.5 | 100 | 99.7 | |
| LSTM-CNNFault=112026.04 | 99.5 | 100 | 99.7 | |
| LSTM-CNNFault=132026.04 | 99.5 | 100 | 99.7 | |
| GF-CNNFault=132026.04 | 99.5 | 100 | 99.7 | |
| LSTM-CNNFault=192026.04 | 99.5 | 100 | 99.7 | |
| GF-CNNFault=202026.04 | 99.5 | 100 | 99.7 | |
| GATFault=42026.04 | 99 | 66.9 | 79.8 | |
| ANNFault=82026.04 | 99 | 99.5 | 99.2 | |
| GF-CNNFault=102026.04 | 99 | 99 | 99 | |
| ANNFault=132026.04 | 99 | 100 | 99.5 | |
| LGF-MLTGFault=172026.04 | 99 | 99.5 | 99.2 | |
| GATFault=12026.04 | 98.9 | 100 | 99.5 | |
| LGF-MLTGFault=32026.04 | 98.5 | 95.6 | 97 | |
| ST-GCNFault=52026.04 | 98.5 | 97.5 | 98 | |
| GATFault=52026.04 | 98.5 | 97.5 | 98 | |
| ST-GCNFault=82026.04 | 98.5 | 98 | 98.2 | |
| ST-GCNFault=112026.04 | 98.5 | 100 | 99.2 | |
| GF-CNNFault=162026.04 | 98.5 | 98 | 98.3 | |
| GF-CNNFault=172026.04 | 98.5 | 99.5 | 99 | |
| GATFault=112026.04 | 98 | 86.7 | 92 | |
| ST-GCNFault=172026.04 | 98 | 100 | 99 | |
| ANNFault=172026.04 | 98 | 99.5 | 98.7 | |
| LGF-MLTGFault=102026.04 | 97.5 | 94.2 | 95.8 | |
| ST-GCNFault=132026.04 | 97.5 | 99.5 | 98.5 | |
| ANNFault=202026.04 | 97.3 | 96.8 | 97 | |
| LGF-MLTGMetric Summary=Average (%)2026.04 | 96.6 | 96.7 | 96.6 | |
| GF-CNNFault=92026.04 | 96.5 | 60.1 | 74 | |
| GATFault=172026.04 | 96.5 | 99.5 | 98 | |
| LSTM-CNNFault=102026.04 | 96.4 | 97.4 | 96.9 | |
| LGF-MLTGFault=162026.04 | 96 | 98 | 97 | |
| LSTM-CNNFault=162026.04 | 95.4 | 97.9 | 96.6 | |
| ST-GCNFault=202026.04 | 95.1 | 82.6 | 88.4 | |
| GATFault=202026.04 | 95.1 | 82.6 | 88.4 | |
| ST-GCNFault=122026.04 | 95 | 97.1 | 96 | |
| LSTM-CNNMetric Summary=Average (%)2026.04 | 94.1 | 94.3 | 94.2 | |
| GF-CNNFault=122026.04 | 94 | 100 | 96.9 | |
| ST-GCNMetric Summary=Average (%)2026.04 | 93.4 | 94.2 | 93.4 | |
| LSTM-CNNFault=122026.04 | 93.3 | 100 | 96.6 | |
| GF-CNNMetric Summary=Average (%)2026.04 | 92.7 | 94.4 | 92.1 | |
| LGF-MLTGFault=122026.04 | 92.5 | 100 | 96.1 | |
| GATFault=182026.04 | 92.5 | 93.9 | 93.2 | |
| ST-GCNFault=162026.04 | 92 | 95.8 | 93.9 | |
| GATFault=82026.04 | 91.5 | 77.9 | 84.1 | |
| ST-GCNFault=102026.04 | 91.5 | 87.1 | 89.3 | |
| ANNFault=122026.04 | 91 | 100 | 95.3 | |
| GATFault=72026.04 | 90.5 | 100 | 95 | |
| ANNFault=32026.04 | 90 | 88.2 | 89.1 |