Joint Power Control and Caching for Transmission Delay Minimization in Wireless HetNets

被引:3
|
作者
Malak, Derya [1 ]
Mutlu, Faruk Volkan [2 ]
Zhang, Jinkun [2 ]
Yeh, Edmund M. [2 ]
机构
[1] Ecole Ingn & Ctr Rech Sci Numer EURECOM, Commun Syst Dept, F-06904 Sophia Antipolis, France
[2] Northeastern Univ, Elect & Comp Engn Dept, Boston, MA 02115 USA
基金
欧洲研究理事会;
关键词
Wireless joint power-caching optimization; biconvexity; alternating optimization; quasi-convexity; Pareto optimality; OPTIMIZATION; ALGORITHM; NETWORKS; CAPACITY; RADIO;
D O I
10.1109/TNET.2023.3319674
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A fundamental challenge in wireless heterogeneous networks (HetNets) is to effectively utilize the limited transmission and storage resources in the presence of increasing deployment density and backhaul capacity constraints. To alleviate bottlenecks and reduce resource consumption, we design optimal caching and power control algorithms for multi-hop wireless HetNets. We formulate a joint optimization framework to minimize the average transmission delay as a function of the caching variables and the signal-to-interference-plus-noise ratios (SINR) which are determined by the transmission powers, while explicitly accounting for backhaul connection costs and the power constraints. Using convex relaxation and rounding, we obtain a reduced-complexity formulation (RCF) of the joint optimization problem, which can provide a constant factor approximation to the globally optimal solution. We then solve RCF in two ways: 1) alternating optimization of the power and caching variables by leveraging biconvexity, and 2) joint optimization of power control and caching. We characterize the necessary (KKT) conditions for an optimal solution to RCF, and use quasi-convexity to show that the KKT points are Pareto optimal for RCF. We then devise a subgradient projection algorithm to jointly update the caching and power variables under general SINR conditions. Finally, our analytical findings are supported by results from extensive numerical experiments.
引用
收藏
页码:1477 / 1492
页数:16
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