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I need publishing one paper Q1

and  coding algorithm and get good simulation for my paper

I wrote 7 pages just I need reviewing the paper and edit the simulation results 

my subject based 5G

Title of paper :

Massive MIMO NOMA Based Soft-RAN

In this paper, we design a new smart software-defined radio access network architecture which is f lexible and traffic and density aware for the fifth generation (5G) of cellular wireless networks and beyond.  we formulate an optimization problem with the aim of maximizing the total throughput subject to minimum required data rate of each user and maximum transmit power constraint of each mobile virtual network operator and each BS, and find jointly the beamforming, and subcarrier allocation. To solve the proposed optimization problem, based on the network density, we design three learning algorithms based on the centralized, semi-centralized, and distributed. Specifically, the solution method via learning is selected based on the density of the network as well as traffic.

algorithm:

Input: Randomly initialize Q(s,a;θtrain), Q(s,a;θtarget) and the replay memory D with capacity C, while until converge do for each agent do each agent select action a(t) using -greedy, (19), Agent b get the reward r(t) b , Agent b observe the new state s(t+1) b Store (s(t) b ,a(t) b ,r(t) b ,s(t+1) b ) in D, if the replay memory is full then Sample a mini-batch from D , Using SGD to minimize the loss function (17) end Update s(t) = s(t+1) the target network wight: θbtarget = τθbtarget + (1 − τ)θbtrain end end

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