Table 7 Improved parameter setting of DCGAN sample augmentation model.

From: Analysis and construction of the coal and rock cutting state identification system in coal mine intelligent mining

Parameter

Numerical value

Learning rate

0.002

Optimization strategy

Adam

Batch size

128

Loss function

Cross entropy

Number of pre-generated samples of each type

5000

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