Table 4 Structures of Gf and Gy
From: Dynamic Distribution Adaptation Based Transfer Network for Cross Domain Bearing Fault Diagnosis
| Â | Layer type | Activation function | Parameter name | Parameter size | Output size |
|---|---|---|---|---|---|
Gf | Input | / | / | / | (2048,1) |
Conv1D_1 | ReLU | Kernels | 16×129 | (1920,16) | |
MP1D_1 | / | Pool Size | 8 | (240,16) | |
Conv1D_2 | ReLU | Kernels | 32×5 | (240,32) | |
MP1D_2 | / | Pool Size | 4 | (60,32) | |
Conv1D_3 | ReLU | Kernels | 32×5 | (60,32) | |
MP1D_3 | / | Pool Size | 4 | (15,32) | |
Conv1D_4 | ReLU | Kernels | 64×15 | (1,64) | |
Flatten | / | / | / | (64) | |
Gy | FC_1 | Sigmoid | Nodes | 32 | (32) |
FC_2 | Leaky_ReLU (α=0.2) | Nodes | 16 | (16) | |
Output | SoftMax | Nodes | 3 | (3) |