Table 6.
Summary of our model.
| Participants | Morning | Afternoon | Evening |
|---|---|---|---|
| Layer Num | Type | Output Shape | Parameters |
| Layer 1 | Batch Normalization | (None, 256, 2) | 1024 |
| Layer 2 | Conv 1D | (None, 256, 512) | 33,280 |
| Layer 3 | Conv 1D | (None, 256, 512) | 8,389,120 |
| Layer 4 | Batch Normalization | (None, 256, 512) | 2048 |
| Layer 5 | Dropout | (None, 256, 512) | 0 |
| Layer 6 | Conv 1DN | (None, 256, 256) | 4,194,560 |
| Layer 7 | Batch Normalization | (None, 256, 256) | 1024 |
| Layer 8 | Dropout | (None, 256, 256) | 0 |
| Layer 9 | Batch Normalization | (None, 256, 256) | 1024 |
| Layer 10 | Conv 1D | (None, 256, 256) | 2,097,408 |
| Layer 11 | Batch Normalization | (None, 256, 256) | 1024 |
| Layer 12 | Maxpool 1D | (None, 2, 256) | 0 |
| Layer 13 | Dropout | (None, 2, 256) | 0 |
| Layer 14 | Flatten | (None, 512) | 0 |
| Layer 15 | Dense | (None, 128) | 65,664 |
| Layer 16 | Batch Normalization | (None,128) | 512 |
| Layer 17 | Dropout | (None, 128) | 0 |
| Layer 18 | Batch Normalization | (None, 128) | 512 |
| Layer 19 | Dense | (None, 1) | 129 |