Machine Learning-Aided Energy Efficiency Strategy for Multiuser Cooperative Networks

Algorithm 1

The proposed ML-based energy efficiency method.

1 Input: , , , ,

2 Output: ,

3 Initialization: , , , Create ANNs for

4 %Generation of input space in database

5 fordo

6   

7   fordo

8      ;

9   end

10   

11 end

12 %Generation of output space in database

13 fordo

14   Calculate by substituting and using exhaustive searching based on [5];

15   ;

16   Calculate the total power consumption of non- cooperative and cooperative communications according to [5];

17   if Non-cooperative power Cooperative power then

18      ;

19   else

20      

21   end

22 end

23 %Training all of ANNs

24 for eachdo

25   

26 end