Table 1 Proposed model network structure parameters.
Network structure | Convolution kernel size | Number of convolution kernels | Output size |
---|---|---|---|
Convolution layer1 | 64 × 1 | 16 | 128 × 16 |
Pooling layer1 | 2 × 1 | 16 | 64 × 16 |
Convolution layer2 | 3 × 1 | 32 | 64 × 32 |
Pooling layer2 | 2 × 1 | 32 | 32 × 32 |
Convolution layer3 | 3 × 1 | 64 | 32 × 64 |
Pooling layer3 | 2 × 1 | 64 | 16 × 64 |
Convolution layer4 | 3 × 1 | 64 | 16 × 64 |
Pooling layer4 | 2 × 1 | 64 | 8 × 64 |
Convolution layer5 | 3 × 1 | 64 | 6 × 64 |
Pooling layer5 | 2 × 1 | 64 | 3 × 64 |
SKN layer | – | – | 3 × 64 |
Full connection layer 1 | hidden_size | – | hidden_size |
Full connection layer 2 | – | 3 | 3 × 1 |