Research Article
Intelligent Predictive Maintenance of Dry-Type Transformer Based on Vibration
Table 4
One-dimensional convolutional neural network discriminant model 4 structural parameters.
| Network structure | Convolution kernel size | Step size | Convolution kernel number | Output size |
| Convolution layer | 4 | 1 | 8 | 648 | Pooling layer | 2 | 2 | 8 | 328 | Convolution layer | 4 | 1 | 16 | 3216 | Pooling layer | 2 | 2 | 16 | 1616 | Convolution layer | 4 | 1 | 32 | 1632 | Pooling layer | 2 | 2 | 32 | 832 | Flatten layer | 256 | 1 | — | 2561 | Fully connected layer | 100-10-4 | 1 | — | 1001-101-41 | Discrimination layer | 4 | 1 | — | 41 |
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