Table 6 Architectures of MLP, CNN_2D, and CNN_1D
Model | MLP | CNN_2D | CNN_1D | |||
|---|---|---|---|---|---|---|
Layer type | Parameter | Layer type | Parameter | Layer type | Parameter | |
Input | - | 109×1 | - | 10×10, 9×1 | - | 109×1 |
1st layer | Fully-connected | 128 | Conv_2D | 16, 3×3, 2×2 | Conv_1D | 16, 3×1, 2×1 |
2nd layer | Fully-connected | 128 | Conv_2D | 32, 3×3, 2×2 | Conv_1D | 32, 3×1, 2×1 |
3rd layer | Fully-connected | 128 | Fully-connected | 128 | Fully-connected | 128 |
4th layer | Fully-connected | 128 | Fully-connected | 128 | Fully-connected | 128 |
5th layer | Fully-connected | 128 | Fully-connected | 128 | Fully-connected | 128 |
Output | - | 3×1 | - | 3×1 | - | 3×1 |