When Mobile-Edge Computing (MEC) Meets Nonorthogonal Multiple Access (NOMA) for the Internet of Things (IoT): System Design and Optimization

被引:36
作者
Du, Jianbo [1 ]
Liu, Wenhuan [1 ]
Lu, Guangyue [1 ]
Jiang, Jing [1 ]
Zhai, Daosen [2 ]
Yu, F. Richard [3 ]
Ding, Zhiguo [4 ]
机构
[1] Xian Univ Posts & Telecommun, Sch Commun & Informat Engn, Shaanxi Key Lab Informat Commun Network & Secur, Xian 710121, Peoples R China
[2] Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Peoples R China
[3] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada
[4] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
基金
中国国家自然科学基金;
关键词
Admission control; computation offloading; nonorthogonal multiple access (NOMA); resource allocation; user clustering; RESOURCE-ALLOCATION; DELAY-MINIMIZATION; JOINT OPTIMIZATION; NETWORKS; FOG; RADIO;
D O I
10.1109/JIOT.2020.3041598
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile-edge computing (MEC) is considered as a promising technology to enable low latency applications while consuming less energy, and nonorthogonal multiple access (NOMA) is regarded as a hopeful method of increasing spectrum efficiency and the wireless network capacity. In this article, we consider a NOMA-MEC-based Internet-of-Things (IoT) network, and propose a joint optimization framework to maximize the effective system capacity, i.e., the number of IoT devices whose tasks are processed successfully, and meanwhile to maximize the total energy saving. First, we concentrate on improving the effective system capacity from the wireless side by introducing NOMA, and from the IoT device side by task offloading decision optimization, where distributed optimization is conducted and closed-form solution is obtained. Then, we maximize the total energy saving also from two aspects, i.e., the device-side computation resource allocation, and the wireless side joint admission control, user clustering, orthogonal subcarrier assignment, and transmit power control, where we resort to graph theory and propose a low-complexity heuristic algorithm to solve it. Abundant simulation results demonstrate our proposed joint optimization algorithm performs well in both effective system capacity optimization and energy saving maximization.
引用
收藏
页码:7849 / 7862
页数:14
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