Low-latency edge cooperation caching based on base station cooperation in SDN based MEC

被引:38
|
作者
Li, Chunlin [1 ,2 ,3 ]
Cai Qianqian [1 ]
Luo, Youlong [1 ]
机构
[1] Wuhan Univ Technol, Dept Comp Sci, Wuhan 430063, Peoples R China
[2] Wuhan Univ Sci & Technol, Hubei Prov Key Lab Syst Sci Met Proc, Wuhan 430081, Peoples R China
[3] Wuhan Univ Technol, Chongqing Res Inst, Chongqing, Peoples R China
基金
中国国家自然科学基金;
关键词
Deep Q learning; Mobile Edge computing; SDN; Edge caching; Service migration; MOBILE; OPTIMIZATION; MIGRATION;
D O I
10.1016/j.eswa.2021.116252
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the increase of mobile terminal equipment and network mass data, users have higher requirements for delay and service quality. To reduce user access latency and more effectively cache diverse content in the edge network, a low-latency edge caching method is proposed. The cache model based on base station cooperation is established and the delay in different transmission modes is considered. Finally, the problem of minimizing latency is transformed into a problem of maximizing cache reward, and a greedy algorithm based on the original dual interior point is used to obtain the strategy of the original problem. Meanwhile, in order to improve service quality and balance communication overhead and migration overhead, a migration method based on balanced communication overhead and migration overhead is proposed. The model that balances communication overhead and migration overhead is established, and the reinforcement learning method is used to obtain a migration scheme that maximizes accumulated revenue. Comparison results show that our caching method can enhance the cache reward and reduce delay. Meanwhile, the migration algorithm can increase service migration revenue and reduce communication overhead.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] NOMA-Based Highly-Efficient Low-Latency HARQ with Inter-Base Station Cooperation for URLLC
    Kobayashi, Ryota
    Hara, Takanori
    Yuda, Yasuaki
    Higuchi, Kenichi
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2023, E106B (11) : 1219 - 1227
  • [2] Resource Cooperation in MEC and SDN based Vehicular Networks
    Chen, Beiran
    Ruffini, Marco
    [J]. 2023 IEEE 34TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, PIMRC, 2023,
  • [3] Low-latency Caching with Auction Game in Vehicular Edge Computing
    Wang, Siming
    Zhang, Zehang
    Yu, Rong
    Zhang, Yan
    [J]. 2017 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), 2017, : 980 - 985
  • [4] Interference mitigated Receiver based on Base Station Cooperation
    Jiang Weilin
    Zhang Zhongzhao
    Xu Yubin
    Sha Xuejun
    [J]. 2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 3, PROCEEDINGS, 2009, : 256 - +
  • [5] Latency-aware content caching and cost-aware migration in SDN based on MEC
    Li, Chunlin
    Zhu, Lei
    Luo, Youlong
    [J]. WIRELESS NETWORKS, 2021, 27 (08) : 5329 - 5349
  • [6] Latency-aware content caching and cost-aware migration in SDN based on MEC
    Chunlin Li
    Lei Zhu
    Youlong Luo
    [J]. Wireless Networks, 2021, 27 : 5329 - 5349
  • [7] Joint Computation Offloading and Data Caching Based on Cooperation of Mobile-Edge-Computing-Enabled Base Stations
    Liu, Tian
    Fan, Wenhao
    Wu, Fan
    Xie, Wei
    Yuan, Wen
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (13):
  • [8] Mobility Management for Low-Latency Handover in SDN-Based Enterprise Networks
    Chen, Ce
    Lin, Yu-Ting
    Yen, Li-Hsing
    Chan, Min-Cheng
    Tseng, Chien-Chao
    [J]. 2016 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, 2016,
  • [9] OpenSample: A Low-latency, Sampling-based Measurement Platform for Commodity SDN
    Suh, Junho
    Kwon, Ted Taekyoung
    Dixon, Colin
    Felter, Wes
    Carter, John
    [J]. 2014 IEEE 34TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2014), 2014, : 228 - 237
  • [10] Low Latency MEC Framework for SDN-based LTE/LTE-A Networks
    Huang, Anta
    Nikaein, Navid
    Stenbock, Tore
    Ksentini, Adlen
    Bonnet, Christian
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2017,