Table 2 GRU parameter setting for BG prediction model.

From: Event-triggered smart dual hormone artificial pancreas for patient-specific drug delivery

S. no

GRU parameter

Value

1.

Time steps

30s

2.

Input Layer size

100

3.

Output layer size

3

4.

Hidden layers

2

5.

Dropout rate

0.2–0.5

6.

Epochs

100

7.

Batch size

64

8.

Activation function

ReLU

9.

Loss function

MAE

10.

Prediction horizon

Short-term (15–60 min)

11.

Optimizer

Adam

12.

Learning rate

0.001