Energy-efficient power allocation in cell-free massive MIMO with zero-forcing: First order methods

被引:6
|
作者
Mai, Trang C. [1 ]
Ngo, Hien Quoc [1 ]
Tran, Le-Nam [2 ]
机构
[1] Queens Univ Belfast, Inst Elect Commun & Informat Technol, Belfast, Antrim, North Ireland
[2] Univ Coll Dublin, Sch Elect & Elect Engn, Dublin, Ireland
基金
爱尔兰科学基金会; 英国科研创新办公室;
关键词
Cell-free massive MIMO; First order; Proximal gradient; Accelerated proximal gradient; Energy efficiency;
D O I
10.1016/j.phycom.2021.101540
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, the downlink of cell-free massive multiple-input multiple-output (MIMO) with zero-forcing processing is considered. To maximize the system energy efficiency (EE), we design power allocation algorithms taking into account imperfect channel state information, hardware, and backhaul power consumption. The total EE optimization problem is nonconvex, which traditionally is solved by the successive convex approximation framework which involves second order cone programs (SOCPs). As such methods have high complexity, the run time is extremely long, especially in large-scale systems with thousands of access points (APs) and users. To overcome this problem, in this paper, we propose to apply two computationally efficient methods, namely proximal gradient (PG) method and accelerated proximal gradient (APG) method to solve the considered problem. Numerical results show that, compared to the conventional SOCPs approximation methods, our proposed methods achieve the same performance while the run time is much smaller. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:10
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