Research Article

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

Table 3

The architecture of the proposed framework.

PurposeLayersNumber of filtersKernel sizeOutput size

Feature extractionConvolutional layer116116102416
Down-sampling layer11651216
Convolutional layer2321651232
Down-sampling layer23225632
Convolutional layer3641625664
Down-sampling layer36412864

Fault classificationFully connected layer1110241024
Fully connected layer21300300
Fully connected layer313030
Softmax layer1N/A