Research Article
An Intelligent Fault Diagnosis Based on Adversarial Generating Module and Semi-supervised Convolutional Neural Network
Table 7
The accuracies of different diagnostic models.
| Labeled data | LapRLS | LapSVM | GAN-MRFCD-SSCNN |
| 100 | 83.2% (±0.76) | 84.7% (±1.21) | 92.5% (±0.97) | 200 | 85.9% (±0.93) | 86.9% (±0.95) | 93.4% (±0.89) | 300 | 87.5% (±1.34) | 89.4% (±1.08) | 94.6% (±0.93) | 400 | 89.8% (±1.19) | 91.1 (±0.77) | 95.8% (±1.05) |
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