Table 3 Parameters values of CNN structure.
Name of Parameter | Range of value |
|---|---|
Number of layers | [3–11] |
Number of filters in the convolutional layer | [8 16 32] |
The size of filters in the convolutional layer | [3 × 3], [5 × 5], [7 × 7] |
Size of kernel in pooling layer | [2–5] |
Hidden units in a fully connected layer | [10–1024] |
Mini batch size | [8 16 32 64 128] |
Optimizer | ‘adam’, ‘sgdm’, ‘rmsprop’ |