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 |