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 dataLapRLSLapSVMGAN-MRFCD-SSCNN

10083.2% (±0.76)84.7% (±1.21)92.5% (±0.97)
20085.9% (±0.93)86.9% (±0.95)93.4% (±0.89)
30087.5% (±1.34)89.4% (±1.08)94.6% (±0.93)
40089.8% (±1.19)91.1 (±0.77)95.8% (±1.05)