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 |