Hybrid NOMA Offloading in Multi-User MEC Networks

被引:112
作者
Ding, Zhiguo [1 ,2 ]
Xu, Dongfang [3 ]
Schober, Robert [3 ]
Poor, H. Vincent [1 ]
机构
[1] Princeton Univ, Dept Elect & Comp Engn, Princeton, NJ 08544 USA
[2] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
[3] Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Digital Commun, D-91054 Erlangen, Germany
基金
英国工程与自然科学研究理事会; 欧盟地平线“2020”; 美国国家科学基金会;
关键词
Wireless communication; NOMA; Energy consumption; Quality of service; Pareto optimization; Decoding; Resource management; Non-orthogonal multiple access (NOMA); mobile edge computing (MEC); multi-objective optimization; Pareto optimality; OF-THE-ART; NONORTHOGONAL MULTIPLE-ACCESS; DELAY MINIMIZATION; RESOURCE-ALLOCATION; ASSISTED MEC; EDGE; OPTIMIZATION; POWER; 5G;
D O I
10.1109/TWC.2021.3139932
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
Non-orthogonal multiple access (NOMA) assisted mobile edge computing (MEC) has recently attracted significant attention due to its superior capability to reduce the energy consumption and the latency of MEC offloading. In this paper, a general hybrid NOMA-MEC offloading strategy is proposed, which includes conventional orthogonal multiple access (OMA) and pure NOMA based offloading as special cases. A multi-objective optimization problem is formulated to minimize the energy consumption for MEC offloading, and a low-complexity resource allocation solution is derived and shown to be Pareto-optimal. Furthermore, by analyzing the properties of the obtained resource allocation solution, important insights regarding NOMA-MEC offloading are obtained. For example, it is proved that pure NOMA-MEC offloading cannot outperform hybrid NOMA-MEC. In addition, a precise condition under which NOMA-MEC outperforms OMA-MEC is established, and shown to match the one previously developed for the two-user special case. Furthermore, the developed analytical results also establish an interesting analogy between the proposed hybrid NOMA-MEC power allocation scheme and the well-known water-filling strategy.
引用
收藏
页码:5377 / 5391
页数:15
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