Table 5 The hyperparameters of DA-DCGAN.

From: Fault diagnosis methods for imbalanced samples of hydraulic pumps based on DA-DCGAN

Parameter

Value

Initial learn rate(G)

0.0002

Initial learn rate(D)

0.0001

Max epochs

5000

Mini batch size

200

L2 regularization

Optimizer

0.0001

Adam

Learn rate drop factor

0.1

Learn rate drop period

10