A QoE-based Caching Algorithm for HTTP Adaptive Streaming Contents in Radio Access Networks

被引:0
|
作者
Phuong L. Vo [1 ]
Long Van Nguyen [1 ]
Tuan-Anh Le [2 ]
Duc Ngoc Minh Dang [3 ]
机构
[1] Int Univ VNUHCM, Sch Comp Sci & Engn, Ho Chi Minh, Vietnam
[2] Univ Thudaumot, Fac Informat Technol, Thu Dau Mot City, Binh Duong Prov, Vietnam
[3] Ton Duc Thang Univ, Fac Elect & Elect Engn, Ho Chi Minh City, Vietnam
来源
2016 IEEE SIXTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE) | 2016年
关键词
Knapsack problem; content caching; adaptive bit-rate streaming;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The double-digit growth of the number of mobile broadband subscribers has resulted in an exponential growth of mobile traffic in recent years. A major part of mobile traffic is the duplicate downloads of popular contents. A cache-enabled radio access network in which the popular contents are replicated at the eNodeBs (eNB) helps to improve the quality-of-experience (QoE) of the end users and to reduce the transit traffic on the backhaul links. Recently, adaptive streaming over HTTP has become a major technique to deliver the video contents to the end users in the Internet. With this technique, each video content is stored in several representations corresponding to different QoE levels. In this paper, we introduce an integer linear programming (ILP) model for video content caching which maximizes the sum of QoE supported by a cache-enabled eNB. An online caching algorithm is proposed based on the greedy algorithm solving the LP-relaxation of the ILP. The simulations show that our proposed algorithm yields a higher QoE, cache hit ratio, and a lower transit traffic on the backhaul links than the caching with traditional eviction algorithms such as least-recently-used and least-frequently-used.
引用
收藏
页码:417 / 422
页数:6
相关论文
共 50 条
  • [31] Reformed QoE-Based Approach in Bitrate-Adaptation for Dynamic Adaptive Streaming Systems
    Abdelhafez, Nada
    Hassan, Mohamed S.
    Landolsi, Taha
    INTERNATIONAL JOURNAL OF INTERDISCIPLINARY TELECOMMUNICATIONS AND NETWORKING, 2022, 14 (01)
  • [32] Video Streaming Over Ad Hoc Networks: A QoE-Based Optimal Routing Solution
    Pham Tran Anh Quang
    Piamrat, Kandaraj
    Singh, Kamal Deep
    Viho, Cesar
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (02) : 1533 - 1546
  • [33] Bidirectional LSTM for Continuously Predicting QoE in HTTP Adaptive Streaming
    Tho Nguyen Duc
    Chanh Minh Tran
    Phan Xuan Tan
    Kamioka, Eiji
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND SYSTEMS (ICISS 2019), 2019, : 156 - 160
  • [34] QoE-aware traffic shaping for HTTP adaptive streaming
    Liu, Xinying
    Men, Aidong
    International Journal of Multimedia and Ubiquitous Engineering, 2014, 9 (02): : 33 - 44
  • [35] A QoE-based 360° Video Adaptive Bitrate Delivery and Caching Scheme for C-RAN
    Wang, Shunyi
    Tan, Xiaobin
    Li, Simin
    Xu, Xiang
    Yang, Jian
    Zheng, Quan
    2020 16TH INTERNATIONAL CONFERENCE ON MOBILITY, SENSING AND NETWORKING (MSN 2020), 2020, : 49 - 56
  • [36] Network Capacity Estimators Predicting QoE in HTTP Adaptive Streaming
    Laine, Sanna
    Hakala, Ismo
    IEEE ACCESS, 2022, 10 : 9817 - 9829
  • [37] Automating QoS and QoE Evaluation of HTTP Adaptive Streaming Systems
    Christian Timmerer
    Anatoliy Zabrovskiy
    ZTECommunications, 2019, 17 (01) : 18 - 24
  • [38] Optimal Scheduling of QoE-Aware HTTP Adaptive Streaming
    Chang, Ray-I
    Liu, Yu-Chi
    Ho, Jan-Ming
    Chu, Yu-Hsien
    Chung, Wei-Chun
    Wu, Chi-Jen
    TENCON 2015 - 2015 IEEE REGION 10 CONFERENCE, 2015,
  • [39] AUTOMATED QOE EVALUATION OF DYNAMIC ADAPTIVE STREAMING OVER HTTP
    Alberti, Claudio
    Renzi, Daniele
    Timmerer, Christian
    Mueller, Christopher
    Lederer, Stefan
    Battista, Stefano
    Mattavelli, Marco
    2013 FIFTH INTERNATIONAL WORKSHOP ON QUALITY OF MULTIMEDIA EXPERIENCE (QOMEX), 2013, : 58 - 63
  • [40] QoE-aware Video Adaptive Streaming over HTTP
    Dac, Chien T.
    Tran, Huyen T. T.
    Truong Thu Huong
    Son Tran
    Nguyen Huu Thanh
    Pham Ngoc Nam
    Truong Cong Thang
    IEEE ICCE 2020: 2020 IEEE EIGHTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2021, : 117 - 122