Joint Service Caching and Computation Offloading to Maximize System Profits in Mobile Edge-Cloud Computing

被引:10
|
作者
Fan, Qingyang [1 ]
Lin, Junyu [2 ]
Feng, Guangsheng [1 ]
Gao, Zihan [1 ]
Wang, Huiqiang [1 ,3 ]
Li, Yafei [1 ]
机构
[1] Harbin Engn Univ, Coll Comp Sci & Technol, Harbin 150001, Peoples R China
[2] Chinese Acad Sci, Inst Informat Engn, Beijing 100093, Peoples R China
[3] Peng Cheng Lab, Shenzhen 518000, Guangdong, Peoples R China
关键词
Mobile edge-cloud computing; Service caching; Computation offloading; System profits; PLACEMENT;
D O I
10.1109/MSN50589.2020.00050
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Considering the advantages of mobile edge computing (MEC), such as low latency, high bandwidth, etc., more and more mobile services are cached to mobile edge servers. However, due to limited computing resources and storage capacity of mobile edge servers, it is hard to guarantee that all services are cached and all computation offloading requests are satisfied. In this paper, we jointly optimize service caching and computation offloading to maximize system profits in mobile edge-cloud computing (MECC). The problem is formalized as a nonconvex optimization problem with discrete variables. We propose a Dynamic Joint computation Offloading and Service Caching algorithm (DJOSC) to solve the problem. Specifically, a regularization technique and Lyapunov optimization theory are used to transform the problem into two subproblems, which are solved by convex optimization techniques. Numerical evaluations show that the maximum system profits can be achieved under different computing resources, storage capacities and bandwidth capacities.
引用
收藏
页码:244 / 251
页数:8
相关论文
共 50 条
  • [1] Hierarchical Deep Reinforcement Learning for Joint Service Caching and Computation Offloading in Mobile Edge-Cloud Computing
    Sun, Chuan
    Li, Xiuhua
    Wang, Chenyang
    He, Qiang
    Wang, Xiaofei
    Leung, Victor C. M.
    [J]. IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 17 (04) : 1548 - 1564
  • [2] Joint Service Caching, Computation Offloading and Resource Allocation in Mobile Edge Computing Systems
    Zhang, Guanglin
    Zhang, Shun
    Zhang, Wenqian
    Shen, Zhirong
    Wang, Lin
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (08) : 5288 - 5300
  • [3] Joint Optimization of Service Caching Placement and Computation Offloading in Mobile Edge Computing Systems
    Bi, Suzhi
    Huang, Liang
    Zhang, Ying-Jun Angela
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2020, 19 (07) : 4947 - 4963
  • [4] A Hybrid Genetic Algorithm for Service Caching and Task Offloading in Edge-Cloud Computing
    Li, Li
    Sun, Yusheng
    Wang, Bo
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (11) : 761 - 765
  • [5] Service Proactive Caching Based Computation Offloading for Mobile Edge Computing
    Zhou, Zhaokun
    Han, Feifei
    [J]. 2019 11TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2019,
  • [6] Many-objective joint optimization of computation offloading and service caching in mobile edge computing
    Cui, Zhihua
    Shi, Xiangyu
    Zhang, Zhixia
    Zhang, Wensheng
    Chen, Jinjun
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2024, 133
  • [7] Secure Computation Offloading and Service Caching in Mobile Edge Computing Networks
    Wu, Mengru
    Li, Kexin
    Qian, Liping
    Wu, Yuan
    Lee, Inkyu
    [J]. IEEE Communications Letters, 28 (02): : 432 - 436
  • [8] Secure Computation Offloading and Service Caching in Mobile Edge Computing Networks
    Wu, Mengru
    Li, Kexin
    Qian, Liping
    Wu, Yuan
    Lee, Inkyu
    [J]. IEEE COMMUNICATIONS LETTERS, 2024, 28 (02) : 432 - 436
  • [9] Dependency-Aware Computation Offloading for Mobile Edge Computing With Edge-Cloud Cooperation
    Chen, Long
    Wu, Jigang
    Zhang, Jun
    Dai, Hong-Ning
    Long, Xin
    Yao, Mianyang
    [J]. IEEE TRANSACTIONS ON CLOUD COMPUTING, 2022, 10 (04) : 2451 - 2468
  • [10] Joint Multi-User Computation Offloading and Data Caching for Hybrid Mobile Cloud/Edge Computing
    Yang, Xiaolong
    Fei, Zesong
    Zheng, Jianchao
    Zhang, Ning
    Anpalagan, Alagan
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (11) : 11018 - 11030