Table 1 Parameter setting.

From: Optimizing secure multimedia communication in embedded systems a parallel convolutional neural network approach to RIS and D2D resource allocation

Parameter

Take value

RIS-D2D radius/m

500

D2D maximum communication distance/m

10 ~ 50

Number of D2D users

[8,20]

BS maximum transmit power/dBm

25

D2D transmit power/dBm

10

Noise power density 1 /(dBm Hz )

-116

Path loss index

2

Path loss constant

1

Shadow fading/dB

8

D2D user minimum SINR/dB

7

Learning rate

0.01

Optimizer

Adam

Batch size

16