Table 2 Best performing LSTM network configurations for FOG detection
| Network or training parameter | Values / Options |
|---|---|
| LSTM layers (units in each LSTM layer) | 2 layers (16 units) and 3 layers (32 units) |
| Initial learning rate | 0.01 |
| Learning rate decay | Decreases to half, every 5 epochs |
| Optimizer | Adam optimizer |
| Loss function | Cross entropy loss function |
| Batch size | 1 |
| Training epochs | 30 |