Video caching and scheduling with edge cooperation

被引:0
|
作者
Li, Zhidu [1 ,2 ,3 ]
Li, Fuxiang [1 ,2 ,3 ]
Tang, Tong [1 ,2 ,3 ]
Zhang, Hong [1 ,2 ,3 ]
Yang, Jin [1 ,2 ,3 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Chongqing Educ Commiss China, Adv Network & Intelligent Connect Technol Key Lab, Chongqing 400065, Peoples R China
[3] Key Lab Ubiquitous Sensing & Networking Chongqing, Chongqing 400065, Peoples R China
关键词
Video service; Distributed and collaborative caching; Long -term popularity; Short-term popularity; POPULARITY PREDICTION; MOBILE; PLACEMENT; NETWORKS;
D O I
10.1016/j.dcan.2022.09.012
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this paper, we explore a distributed collaborative caching and computing model to support the distribution of adaptive bit rate video streaming. The aim is to reduce the average initial buffer delay and improve the quality of user experience. Considering the difference between global and local video popularities and the time-varying characteristics of video popularity, a two-stage caching scheme is proposed to push popular videos closer to users and minimize the average initial buffer delay. Based on both long-term content popularity and short-term content popularity, the proposed caching solution is decouple into the proactive cache stage and the cache update stage. In the proactive cache stage, we develop a proactive cache placement algorithm that can be executed in an off-peak period. In the cache update stage, we propose a reactive cache update algorithm to update the existing cache policy to minimize the buffer delay. Simulation results verify that the proposed caching algorithms can reduce the initial buffer delay efficiently.
引用
收藏
页码:450 / 460
页数:11
相关论文
共 50 条
  • [21] Recommendation Based Video Caching and Transcoding in Mobile Edge Networks
    Liu, Wenjie
    Zhang, Haixia
    Ding, Hui
    Yu, Zhitao
    Yuan, Dongfeng
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (05) : 6572 - 6583
  • [22] Optimization Scheme of Edge Caching for Panorama Video Based on DQN
    Yang S.
    Fang C.
    Hao H.
    Jiang K.
    Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2023, 46 (05): : 60 - 65and86
  • [23] SPACE: Segment Prefetching and Caching at the Edge for Adaptive Video Streaming
    Aguilar-Armijo, Jesus
    Timmerer, Christian
    Hellwagner, Hermann
    IEEE ACCESS, 2023, 11 : 21783 - 21798
  • [24] A Mobile Edge Caching Strategy for Video Grouping in Vehicular Networks
    Yang, Ruihang
    Guo, Songtao
    2021 13TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2021, : 40 - 45
  • [25] Understanding Performance of Edge Content Caching for Mobile Video Streaming
    Ma, Ge
    Wang, Zhi
    Zhang, Miao
    Ye, Jiahui
    Chen, Minghua
    Zhu, Wenwu
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2017, 35 (05) : 1076 - 1089
  • [26] Edge Cooperation Based Coded Caching in Fog Radio Access Networks
    Chen, Yingqi
    Jiang, Yanxiang
    Huang, Yige
    Zheng, Fu-Chun
    Niyato, Dusit
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2025, 74 (01) : 1238 - 1251
  • [27] PCCP: Proactive Video Chunks Caching and Processing in edge networks
    Baccour, Emna
    Erbad, Aiman
    Bilal, Kashif
    Mohamed, Amr
    Guizani, Mohsen
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 105 : 44 - 60
  • [28] Edge Caching for Layered Video Contents in Mobile Social Networks
    Su, Zhou
    Xu, Qichao
    Hou, Fen
    Yang, Qing
    Qi, Qifan
    IEEE TRANSACTIONS ON MULTIMEDIA, 2017, 19 (10) : 2210 - 2221
  • [29] Edge Caching Cooperation in NDN Scenarios for Self-organizing Networks
    Iakimenko, Sviatoslav
    INTERNET OF THINGS, SMART SPACES, AND NEXT GENERATION NETWORKS AND SYSTEMS, PT II, NEW2AN 2023, RUSMART 2023, 2024, 14543 : 349 - 362
  • [30] Joint Video Caching and User Association With Mobile Edge Computing
    Wang, Hong
    Wang, Ying
    Sun, Ruijin
    Guo, Shan
    Li, Honglin
    2019 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE WORKSHOP (WCNCW), 2019,