Research Article

An Intelligent Fault Diagnosis Based on Adversarial Generating Module and Semi-supervised Convolutional Neural Network

Table 8

Runtime of different diagnostic models.

Labeled dataModels’ runtime (s/epoch)CNNSVMLapSVMLapRLSMRFCD-SSCNN

100Training time3.1611.2468.0796.3378.136
Testing time0.8280.3592.0911.6412.102

200Training time3.2091.3058.1646.4258.225
Testing time0.8910.3952.1261.7072.172

400Training time3.4731.3468.2176.5098.341
Testing time0.9130.4512.1851.7262.231