Table 2 Hyperparameter grid used for... | Emerald Publishing

Table 2

Hyperparameter grid used for model training

Hyperparameter	Values studied	Surrogate 1	Surrogate 2
Dropout rate	0.1, 0.2, 0.3, 0.4	0.2	0.3
Batch size	10, 20, 30, 40, 80	40	30
Layer 1 Neurons	2048, 1024, 512	1024	512
Layer 2 Neurons	512, 256, 128	256	512
Layer 3 Neurons	256, 128, 64	128	256

Hyperparameter	Values studied	Surrogate 1	Surrogate 2
Dropout rate	0.1, 0.2, 0.3, 0.4	0.2	0.3
Batch size	10, 20, 30, 40, 80	40	30
Layer 1 Neurons	2048, 1024, 512	1024	512
Layer 2 Neurons	512, 256, 128	256	512
Layer 3 Neurons	256, 128, 64	128	256