Table 7 Comparative experiments on the NEFU dataset.
From: Discriminative fault diagnosis transfer learning network under joint mechanism
Task | H1→H2 | H1→H3 | H2→H1 | H2→H3 | H3→H1 | H3→H2 |
|---|---|---|---|---|---|---|
IADTLN | 99.34% | 98.44% | 99.73% | 99.39% | 96.12% | 97.46% |
Method1 | 62.79% | 91.24% | 50.24% | 62.81% | 65.43% | 38.62% |
Method2 | 73.40% | 70.16% | 61.14% | 65.43% | 42.03% | 54.50% |
Method3 | 92.57% | 94.07% | 78.95% | 92.34% | 81.03% | 83.07% |
Method4 | 92.75% | 69.96% | 80.82% | 93.42% | 74.35% | 72.87% |
Method5 | 92.90% | 90.98% | 78.20% | 96.33% | 45.91% | 75.10% |
Method6 | 93.13% | 61.07% | 81.25% | 79.83% | 46.69% | 84.60% |
Method7 | 96.40% | 61.92% | 89.20% | 96.69% | 87.60% | 92.99% |
Method8 | 99.01% | 98.22% | 96.44% | 97.85% | 95.66% | 96.13% |
Method9 | 95.42% | 87.21% | 88.44% | 85.43% | 83.12% | 89.56% |
Method10 | 83.22% | 90.14% | 79.89% | 82.13% | 83.47% | 78.69% |
