Research Article

A Multifault Diagnosis Method of Gear Box Running on Edge Equipment

Table 1

Network structure parameters.

LayersOutput sizeParameter

Conv2d(None, 78, 78, 32)320
Activation (ReLU)(None, 78, 78, 32)0
max_pooling2d(None, 39, 39, 32)0
Conv2d_1(None, 37, 37, 64)18, 496
Activation_1 (ReLU)(None, 37, 37, 64)0
max_pooling2d_1(None, 18, 18, 64)0
Conv2d_2(None, 16, 16, 128)73, 856
Activation_2 (ReLU)(None, 16, 16, 128)0
max_pooling2d_2(None, 8, 8, 128)0
Flatten(None, 8192)0
Dense(None, 256)2, 097, 408
Activation_3 (ReLU)(None, 256)0
Dropout(None, 256) dropout = 0.50
Dense_1(None, 32)8, 224