Research Article
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 |
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