Performance Study of Cybertwin-Assisted Random Access NOMA

被引:7
作者
Chen, Ziru [1 ]
Zhang, Ran [2 ]
Liu, Yong [3 ]
Cai, Lin X. [1 ]
Chen, Qingchun [4 ]
机构
[1] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
[2] Miami Univ, Dept Elect & Comp Engn, Oxford, OH 45056 USA
[3] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510026, Peoples R China
[4] Guangzhou Univ, Sch Elect & Commun Engn, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Cybertwin; nonorthogonal multiple access (NOMA); p-persistent CSMA; successful transmission probability and data rate maximization; NONORTHOGONAL MULTIPLE-ACCESS; UPLINK NOMA; GAME;
D O I
10.1109/JIOT.2021.3100457
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 article, a cybertwin-assisted nonorthogonal random access (RA) system is presented, where the cybertwins of the physical devices at the access point (AP) collect the devices' information and decide the transmission parameters on behalf of the devices to achieve the maximum system performance. Specifically, the system performance of a p-persistent slotted CSMA system with nonorthogonal multiple access (NOMA) is analyzed, in which wireless devices transmit data to the ensure the received signal strength at the AP side is either high power or low power with certain probabilities. We first develop an analytical framework to quantify the successful transmission probability and the sum data rate as a function of the above probabilities. Accordingly, the feasible region of the number of high-power and low-power devices to ensure successful transmission is derived. With the analysis, nonconvex optimization problems are then formulated to maximize successful transmission probability and the sum data rate, respectively. To tackle the nonconvexity, an effective and fast-convergent iterative algorithm is designed to obtain the optimal transmission probabilities for the devices. Extensive simulations are conducted to validate our analytical results and demonstrate the benefits of NOMA in RA networks.
引用
收藏
页码:16279 / 16289
页数:11
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