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