Latency-aware content caching and cost-aware migration in SDN based on MEC

被引:0
|
作者
Chunlin Li
Lei Zhu
Youlong Luo
机构
[1] Sichuan Normal University,Key Laboratory of the Evaluation and Monitoring of Southwest Land Resources (Ministry of Education)
[2] Wuhan University of Technology,Department of Computer Science
来源
Wireless Networks | 2021年 / 27卷
关键词
Deep Q learning; Mobile edge computing; SDN; Edge caching; Service migration;
D O I
暂无
中图分类号
学科分类号
摘要
In the mobile edge computing environment, edge servers, edge base stations and other intermediate servers have limited computing, storage resources and limited coverage, resulting in increased content access delays and reduced user experience quality. Content caching methods based on file value and corresponding algorithms are proposed. This method uses Markov chains to predict the mobile user's trajectory in the next time slot, and active caching and cache replacement algorithms are designed to minimize content access latency. In addition, because edge servers are connected to many different access points or base stations, whether or not to migrate the ongoing edge services and where to migrate the services are the key issues to consider when any user moves outside the service area of the related edge servers. To reduce the overhead of service migration due to the mobility of users and the complex topological relationship between edge servers, a de-centralized service migration algorithm is proposed, which integrates the analysis and selection of the optimal edge base station and service placement decisions with the objective of minimizing the overhead of service migration. The experimental results show that the proposed edge caching and service migration methods reduce content access latency and service migration overhead.
引用
收藏
页码:5329 / 5349
页数:20
相关论文
共 50 条
  • [1] 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
  • [2] Latency-aware computation offloading and DQN-based resource allocation approaches in SDN-enabled MEC
    Du, Tianyu
    Li, Chunlin
    Luo, Youlong
    [J]. AD HOC NETWORKS, 2022, 135
  • [3] Cost-aware WWW proxy caching algorithms
    Cao, P
    Irani, S
    [J]. PROCEEDINGS OF THE USENIX SYMPOSIUM ON INTERNET TECHNOLOGIES AND SYSTEMS, 1997, : 193 - 206
  • [4] Toward Cost-Aware Semantic Caching in the Cloud
    d'Orazio, Laurent
    Laurent, Dominique
    Spyratos, Nicolas
    [J]. INFORMATION SEARCH, INTEGRATION AND PERSONALIZATION, 2013, 146 : 21 - +
  • [5] Greedy Caching: A Latency-aware Caching Strategy for Information-centric Networks
    Banerjee, Bitan
    Seetharam, Anand
    Tellambura, Chintha
    [J]. 2017 IFIP NETWORKING CONFERENCE (IFIP NETWORKING) AND WORKSHOPS, 2017,
  • [6] DCEC: D2D-Enabled Cost-Aware Cooperative Caching in MEC Networks
    Wu, Jingyan
    Zhang, Jiawei
    Ji, Yuefeng
    [J]. ELECTRONICS, 2023, 12 (09)
  • [7] Cost-aware caching schemes in heterogeneous storage systems
    Chakraborty, Abhirup
    Singh, Ajit
    [J]. JOURNAL OF SUPERCOMPUTING, 2011, 56 (01): : 56 - 78
  • [8] Cost-aware caching schemes in heterogeneous storage systems
    Abhirup Chakraborty
    Ajit Singh
    [J]. The Journal of Supercomputing, 2011, 56 : 56 - 78
  • [9] Cost-aware caching algorithms for distributed storage servers
    Liang, Shuang
    Chen, Ke
    Jiang, Song
    Zhang, Xiaodong
    [J]. DISTRIBUTED COMPUTING, PROCEEDINGS, 2007, 4731 : 373 - +
  • [10] GDS-LC: A Latency- and Cost-Aware Client Caching Scheme for Cloud Storage
    Hou, Binbing
    Chen, Feng
    [J]. ACM TRANSACTIONS ON STORAGE, 2017, 13 (04)