Rate-Splitting Multiple Access Aided Mobile Edge Computing With Randomly Deployed Users

被引:21
作者
Chen, Pengxu [1 ]
Liu, Hongwu [1 ]
Ye, Yinghui [2 ]
Yang, Liang [3 ]
Kim, Kyeong Jin [4 ]
Tsiftsis, Theodoros A. [5 ,6 ]
机构
[1] Shandong Jiaotong Univ, Sch Informat Sci & Elect Engn, Jinan 250357, Peoples R China
[2] Xian Univ Posts & Telecommun, Shaanxi Key Lab Informat Commun Network & Secur, Xian 710061, Peoples R China
[3] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Peoples R China
[4] Mitsubishi Elect Res Labs, Cambridge, MA 02139 USA
[5] Jinan Univ, Sch Intelligent Syst Sci & Engn, Zhuhai 519070, Peoples R China
[6] Univ Thessaly, Dept Informat & Telecommun, Lamia 35100, Greece
基金
中国国家自然科学基金;
关键词
Uplink; Servers; NOMA; Task analysis; Downlink; Decoding; Complexity theory; Rate-splitting multiple access (RSMA); cognitive radio (CR); mobile edge computing (MEC); stochastic geometry; WIRELESS NETWORKS; NOMA; UPLINK; FAIRNESS; STRATEGY; SYSTEMS;
D O I
10.1109/JSAC.2023.3240786
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
In this paper, a rate-splitting multiple access (RSMA) scheme is proposed to aid a mobile edge computing (MEC) system where multiple randomly deployed users offload their computation tasks to a MEC server. Considering that users are divided into the center and edge groups, a cognitive radio (CR)-inspired rate-splitting is designed to enable the paired users to simultaneously offload to MEC server. Under the CR principles, the rate-splitting parameters are jointly designed to attain the maximum achievable rate for the secondary user, meanwhile maintaining the primary user's offloading performance same as in orthogonal multiple access. For the case of the paired users with fixed locations, we derive a closed-form expression for the successful computation probability (SCP) achieved by the RSMA-aided MEC (RSMA-MEC) scheme and formulate a SCP maximization problem to obtain the optimal offloading parameters. To reveal the impact of the user locations on the offloading performance of the RSMA-MEC system, various distance-based user pairing schemes are investigated by invoking stochastic geometry techniques. We provide closed-form expressions for the SCPs achieved by the user pairing schemes to characterize the offloading performance. Pros and cons of the user locations to maximize the SCP are highlighted. Simulation results verify the accuracy of the analytical results and clarify the superior offloading performance achieved by the RSMA-MEC scheme, which attains a higher SCP than the existing schemes.
引用
收藏
页码:1549 / 1565
页数:17
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