Intelligent Predictive Maintenance of Dry-Type Transformer Based on Vibration

Table 2

One-dimensional convolutional neural network discriminant model 2 structural parameters.

Network structure	Convolution kernel size	Step size	Convolution kernel number	Output size
Convolution layer	4	1	16	6416
Pooling layer	2	2	16	3216
Convolution layer	4	1	32	3232
Pooling layer	2	2	32	1632
Convolution layer	4	1	64	1664
Pooling layer	2	2	64	864
Flatten layer	512	1	—	5121
Fully connected layer	100-10-2	1	—
Discrimination layer	2	1	—	21