Fair Computation Offloading for RSMA-Assisted Mobile Edge Computing Networks

IF 10.7 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Wireless Communications Pub Date : 2024-10-28 DOI:10.1109/TWC.2024.3484165
Ding Xu;Lingjie Duan;Haitao Zhao;Hongbo Zhu
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Abstract

Rate splitting multiple access (RSMA) provides a flexible transmission framework that can be applied in mobile edge computing (MEC) systems. However, the research work on RSMA-assisted MEC systems is still at the infancy and many design issues remain unsolved, such as the MEC server and channel allocation problem in general multi-server and multi-channel scenarios as well as the user fairness issues. In this regard, we study an RSMA-assisted MEC system with multiple MEC servers, channels and devices, and consider the fairness among devices. A max-min fairness computation offloading problem to maximize the minimum computation offloading rate is investigated. Since the problem is difficult to solve optimally, we develop an efficient algorithm to obtain a suboptimal solution. Particularly, the time allocation and the computing frequency allocation are derived as closed-form functions of the transmit power allocation and the successive interference cancellation (SIC) decoding order, while the transmit power allocation and the SIC decoding order are jointly optimized via the alternating optimization method, the bisection search method and the successive convex approximation method. For the channel and MEC server allocation problem, we transform it into a hypergraph matching problem and solve it by matching theory. Simulation results demonstrate that the proposed RSMA-assisted MEC system outperforms current MEC systems under various system setups.
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RSMA 辅助移动边缘计算网络的公平计算卸载
速率分割多址(RSMA)提供了一种灵活的传输框架,可以应用于移动边缘计算(MEC)系统。然而,rsma辅助MEC系统的研究工作还处于起步阶段,许多设计问题仍未解决,如一般多服务器多通道场景下的MEC服务器和信道分配问题以及用户公平性问题。为此,我们研究了一个包含多个MEC服务器、通道和设备的rsma辅助MEC系统,并考虑了设备之间的公平性。研究了以最大最小计算卸载率为目标的最大-最小公平性计算卸载问题。由于该问题难以最优求解,我们开发了一种有效的算法来获得次最优解。具体而言,将时间分配和计算频率分配推导为发射功率分配和连续干扰消除(SIC)解码顺序的封闭函数,并通过交替优化法、二分搜索法和逐次凸逼近法对发射功率分配和SIC解码顺序进行联合优化。对于信道和MEC服务器的分配问题,我们将其转化为一个超图匹配问题,并用匹配理论进行求解。仿真结果表明,在各种系统设置下,rsma辅助的MEC系统都优于现有的MEC系统。
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来源期刊
CiteScore
18.60
自引率
10.60%
发文量
708
审稿时长
5.6 months
期刊介绍: The IEEE Transactions on Wireless Communications is a prestigious publication that showcases cutting-edge advancements in wireless communications. It welcomes both theoretical and practical contributions in various areas. The scope of the Transactions encompasses a wide range of topics, including modulation and coding, detection and estimation, propagation and channel characterization, and diversity techniques. The journal also emphasizes the physical and link layer communication aspects of network architectures and protocols. The journal is open to papers on specific topics or non-traditional topics related to specific application areas. This includes simulation tools and methodologies, orthogonal frequency division multiplexing, MIMO systems, and wireless over optical technologies. Overall, the IEEE Transactions on Wireless Communications serves as a platform for high-quality manuscripts that push the boundaries of wireless communications and contribute to advancements in the field.
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