Distributed Resource Allocation for NOMA-Based Mobile Edge Computing with Content Caching

被引:1
|
作者
Zhang, Zhen [1 ]
Li, Qingqing [1 ]
Chen, Wuhui [1 ]
Hong, Zicong [2 ]
机构
[1] Sun Yatsen Univ, Sch Data & Comp Sci, Guangzhou, Peoples R China
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
来源
2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE WORKSHOPS (WCNCW) | 2021年
基金
中国国家自然科学基金;
关键词
Computation offloading; NOMA; content caching; resources assignment; distributed algorithm; NETWORKS;
D O I
10.1109/WCNCW49093.2021.9420041
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nonorthogonal multiple access (NOMA) and content caching have been introduced to effectively utilize and save bandwidth resources, thus relieving network transmission pressure. Therefore, we develop a computation offloading framework blending NOMA and content caching to further improve the computational performance. We formulate the joint computation offloading decision, resources allocation, and caching decision as an utility maximization problem under the constrains of bandwidth, computing and storage resources. We convert the original non-convex problem to a convex problem via variable relaxation and substitution. We then decompose it and introduce an alternative direction method of multipliers based distributed algorithm to solve it. Finally, simulation results show that our algorithm can quickly converge and reach up to 95% of the optimal value. It also performs well over various parameter settings.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Joint Radio and Computational Resource Allocation for NOMA-Based Mobile Edge Computing in Heterogeneous Networks
    Song, Zhengyu
    Liu, Yuanwei
    Sun, Xin
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (12) : 2559 - 2562
  • [2] QoS-aware Task Offloading with NOMA-based Resource Allocation for Mobile Edge Computing
    Zeng, Luyuan
    Wen, Wushao
    Dong, Chongwu
    2022 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2022, : 1242 - 1247
  • [3] Joint User Clustering, Resource Allocation and Power Control for NOMA-based Mobile Edge Computing
    Diao, Xianbang
    Zheng, Jianchao
    Cai, Yueming
    Dong, Xinsong
    Zhang, Xiaoyi
    2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,
  • [4] Task offloading and resource allocation in cellular heterogeneous networks for NOMA-based mobile edge computing
    Wu, Guowei
    Chen, Guifen
    AD HOC NETWORKS, 2025, 169
  • [5] Energy-efficient Resource Allocation and Channel Assignment for NOMA-based Mobile Edge Computing
    Liu, Lina
    Sun, Bo
    Tan, Xiaoqi
    Xiao, Yu Sing
    Tsang, Danny H. K.
    2019 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2019,
  • [6] Online User and Power Allocation in Dynamic NOMA-Based Mobile Edge Computing
    Lai, Phu
    He, Qiang
    Chen, Feifei
    Abdelrazek, Mohamed
    Hosking, John
    Grundy, John
    Yang, Yun
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 22 (11) : 6676 - 6689
  • [7] User Allocation in NOMA-Based Edge Computing Environment
    Dai, Congcong
    Cao, Shaohua
    Zhan, Zijun
    Liu, Di
    Zheng, Danyang
    IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM, 2023, : 3033 - 3038
  • [8] Joint computation offloading and resource allocation for NOMA-based multi-access mobile edge computing systems
    Wan, Zhilan
    Xu, Ding
    Xu, Dahu
    Ahmad, Ishtiaq
    Computer Networks, 2021, 196
  • [9] Joint computation offloading and resource allocation for NOMA-based multi-access mobile edge computing systems
    Wan, Zhilan
    Xu, Ding
    Xu, Dahu
    Ahmad, Ishtiaq
    COMPUTER NETWORKS, 2021, 196
  • [10] User Cooperation for NOMA-Based Mobile Edge Computing
    Huang, Yuwen
    Liu, Yuan
    PROCEEDINGS OF 2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS 2018), 2018, : 395 - 400