Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets

被引:15
|
作者
Moghimi, Maryam [1 ]
Zakeri, Abolfazl [1 ]
Javan, Mohammad Reza [2 ]
Mokari, Nader [1 ]
Ng, Derrick Wing Kwan [3 ]
机构
[1] Tarbiat Modares Univ, Dept ECE, Tehran 14115111, Iran
[2] Shahrood Univ Technol, Dept Elect & Robot Engn, Shahrood 3619995161, Iran
[3] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
关键词
NOMA; Resource management; Cooperative caching; Quality of service; Complexity theory; Downlink; Mobile computing; resource allocation; power-domain non-orthogonal multiple access (PD-NOMA); successive convex approximation (SCA); NONORTHOGONAL MULTIPLE-ACCESS; KEY TECHNOLOGIES; WIRELESS; NETWORKS; EDGE; OPTIMIZATION; ARCHITECTURE; CHALLENGES; DELIVERY; POWER;
D O I
10.1109/TMC.2020.3034618
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel joint resource allocation and cooperative caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based heterogeneous networks (HetNets). In our scheme, the requested content is fetched directly from the edge if it is cached in the storage of one of the base stations (BSs), and otherwise is fetched via the backhaul. Our scheme consists of two phases: 1) Caching phase where the contents are saved in the storage of the BSs; and 2) Delivery phase where the requested contents are delivered to users. We formulate a novel optimization problem over radio resources and content placement variables. We aim to minimize the network cost subject to quality-of-service (QoS), caching, subcarrier assignment, and power allocation constraints. By exploiting advanced optimization methods, such as alternative search method (ASM), Hungarian algorithm, successive convex approximation (SCA), we obtain an efficient sub-optimal solution of the optimization problem. Numerical results illustrate that our ergodic caching policy via the proposed resource management algorithm can achieve a considerable reduction on the total cost on average compared to the most popular caching and random caching policy. Moreover, our cooperative NOMA scheme outperforms orthogonal multiple access (OMA) in terms of the delivery cost in general with an acceptable complexity increase.
引用
收藏
页码:2029 / 2044
页数:16
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