Application of Generative Adversarial Nets (GANs) in Active Sound Production System of Electric Automobiles

Table 1

Generator structure of the raw audio GAN model.

Layer	Type	Length and width of convolution kernels	Number of convolution kernels
Input layer	—	—	—
Fully connected layer	Fully connected layer	1^∗100	16384
ReLU	Activation layer	—	—
Conv1D (stride = 4)	Convolutional layer	1^∗25	512
ReLU	Activation layer	1^∗25
Conv1D (stride = 4)	Convolutional layer	1^∗25	256
ReLU	Activation layer	—	—
Conv1D (stride = 4)	Convolutional layer	1^∗25	128
ReLU	Activation layer	—	—
Conv1D (stride = 4)	Convolutional layer	1^∗25	64
ReLU	Activation layer	—	—
Conv1D (stride = 4)	Convolutional layer	1^∗25	1
ReLU	Activation layer	—	—