Fault Classification on NGAFID
66.85AccuracyMMK Net
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MMK Net2026.03 | 66.85 | 62.28 | 31.92 | 1,123.89 | 4 | 11.42 | — | — | |
| ConvTokSWLAET=66.90, TTT=1205.04, IT32=0.04, MSize=32.292026.03 | 65.68 | 44.46 | — | — | — | — | 64.75 | 61.16 | |
| InceptionTimeAttnET=178.76, TTT=3416.51, IT32=0.11, MSize=24.142026.03 | 65.22 | 40.59 | — | — | — | — | 64.25 | 64.49 | |
| MMK NetET=62.56, TTT=1673.79, IT32=0.05, MSize=11.432026.03 | 65.17 | 47.45 | — | — | — | — | 64.23 | 59.03 | |
| InceptionTimeET=165.85, TTT=4346.81, IT32=0.08, MSize=76.252026.03 | 63.56 | 45.57 | — | — | — | — | 63.65 | 63.38 | |
| InceptionTime2026.03 | 61.6 | 56.31 | 86.76 | 3,539.5 | 8 | 76.25 | — | — | |
| ConvTokSWLA2026.03 | 58.03 | 52.27 | 33.86 | 825.05 | 4 | 32.29 | — | — | |
| InceptionTimeAttn2026.03 | 57.46 | 51.81 | 94.66 | 2,806.31 | 12 | 24.13 | — | — | |
| ConvTokMHSAET=58.31, TTT=436.08, IT32=0.04, MSize=32.292026.03 | 56.77 | 23.35 | — | — | — | — | 56.04 | 60.23 | |
| Bi-LSTMET=33.78, TTT=399.65, IT32=0.02, MSize=3.922026.03 | 37.14 | 4.55 | — | — | — | — | 33.24 | 31.35 | |
| ConvTokMHSA2026.03 | 33.71 | 20.8 | 28.76 | 245.78 | 4 | 32.29 | — | — | |
| Bi-LSTM2026.03 | 29.48 | 3.96 | 17.61 | 76.87 | 3 | 3.92 | — | — |