Multi-objective optimization for NOMA-based mobile edge computing offloading by maximizing system utility

被引:1
|
作者
Qin, Hong [1 ]
Du, Haitao [2 ]
Wang, Huahua [1 ]
Su, Li
Peng, Yunfeng [3 ]
机构
[1] Chongqing Univ Post & Telecom, Chongqing 400065, Peoples R China
[2] China Mobile Res Inst, Beijing 100000, Peoples R China
[3] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
关键词
Task analysis; Optimization; Resource management; Servers; NOMA; Energy consumption; Computational modeling; mobile edge computing; non-orthogonal multiple access; resource allocation; computation offloading; PERFORMANCE ANALYSIS; DELAY-MINIMIZATION; POWER; ALLOCATION; MEC;
D O I
10.23919/JCC.ea.2021-0252.202302
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Mobile Edge Computing (MEC) is a technology for the fifth-generation (5G) wireless communications to enable User Equipment (UE) to offload tasks to servers deployed at the edge of network. However, taking both delay and energy consumption into consideration in the 5G MEC system is usually complex and contradictory. Non-orthogonal multiple access (NOMA) enable more UEs to offload their computing tasks to MEC servers using the same spectrum resources to enhance the spectrum efficiency for 5G, which makes the problem even more complex in the NOMA-MEC system. In this work, a system utility maximization model is present to NOMA-MEC system, and two optimization algorithms based on Newton method and greedy algorithm respectively are proposed to jointly optimize the computing resource allocation, SIC order, transmission time slot allocation, which can easily achieve a better trade-off between the delay and energy consumption. The simulation results prove that the proposed method is effective for NOMA-MEC systems.
引用
收藏
页码:156 / 165
页数:10
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