Research Article

Time-Series Forecasting of a Typical PWR Undergoing Large Break LOCA

Table 3

Dictionary of hyperparameters.

HyperparametersSearch space

Number of neurons in 1st layer13, 25, 50
Number of neurons in a final layer1
Number of hidden layers1, 2, 3
OptimizerAdam, Nadam, SGD, RMSprop
Activation functionsReLU, Tanh, Sigmoid, Softmax
Recurrent activation functionsSigmoid, ReLU, Tanh
Dropout0, 0.1, 0.2
Batch size64, 100, 200
Number of iterations15, 20, 35, 40
Kernel regularizers l11 × 10−4, 1 × 10−5, 1 × 10−6