Towards Guaranteed Video Experience: Service-Aware Downlink Resource Allocation in Mobile Edge Networks

被引:5
|
作者
Yan, Zhisheng [1 ]
Zhao, Miao [2 ]
Westphal, Cedric [3 ,4 ]
Chen, Chang Wen [5 ,6 ]
机构
[1] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30302 USA
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
[3] Univ Calif Santa Cruz, Huawei Innovat Ctr, Santa Cruz, CA 95064 USA
[4] Univ Calif Santa Cruz, Dept Comp Engn, Santa Cruz, CA 95064 USA
[5] Chinese Univ Hong Kong, Sch Sci & Engn, Shenzhen, Peoples R China
[6] SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
关键词
Guaranteed playback; HTTP video streaming; mobile edge networks; resource allocation; OPTIMIZATION; FAIRNESS; QUALITY;
D O I
10.1109/TCSVT.2018.2850058
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
Video delivery has been playing an essential role in video services over edge networks. Although HTTP segment-based streaming, e.g., Dynamic Adaptive Streaming over HTTP (DASH), has become the prevailing technique, it cannot provide guaranteed video playback in terms of bitrate to mobile users. In essence, HTTP streaming downloads the video segments in a best effort fashion, i.e., passively responding to the channel dynamics. This can cause unstable playback with frequent rebuffer and multi-client competition that degrades a network-wide performance. In this paper, we present a network-assisted streaming framework for Guaranteed Playback-Experience Streaming over HTTP (GESH) that leverages the proactive control of network resources and joint coordination among multiple clients for service-aware network resource allocation. Specifically, GESH is empowered by a new weighted proportional fair scheduling without modifying existing cellular infrastructure, a per-segment channel variation model, and a suite of algorithms to seek the optimal weights for the scheduling. Extensive evaluations show that GESH can maximally guarantee the video playback of multiple users, as well as significantly outperforming conventional HTTP streaming and current DASH systems.
引用
收藏
页码:1819 / 1831
页数:13
相关论文
共 50 条
  • [1] SRAF: A Service-Aware Resource Allocation Framework for VM Management in Mobile Data Networks
    Liu, Kang
    Zheng, Ruijuan
    Zhang, Mingchuan
    Han, Chao
    Zhu, Junlong
    Wu, Qingtao
    [J]. MOBILE INFORMATION SYSTEMS, 2018, 2018
  • [2] Context-Aware Mobile Edge Resource Allocation in OFDMA Downlink System
    Zhang, Peng
    Tian, Hui
    Zhao, Pengtao
    Fan, Shaoshuai
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2023, 10 (05): : 2755 - 2768
  • [3] Quality of experience and quality of service-aware handover for video transmission in heterogeneous networks
    Medeiros, Iago
    Pacheco, Lucas
    Rosario, Denis
    Both, Cristiano
    Nobre, Jeferson
    Cerqueira, Eduardo
    Granville, Lisandro
    [J]. INTERNATIONAL JOURNAL OF NETWORK MANAGEMENT, 2021, 31 (05)
  • [4] Service-Aware Resource Allocation Design of UAV RAN Slicing
    Cho, Jun-Woo
    Yang, Peng
    Quek, Tony Q. S.
    Kim, Jae-Hyun
    [J]. 11TH INTERNATIONAL CONFERENCE ON ICT CONVERGENCE: DATA, NETWORK, AND AI IN THE AGE OF UNTACT (ICTC 2020), 2020, : 801 - 805
  • [5] Location- and Service-Aware Downlink Transmission Power Allocation in WCDMA-Based Cellular Networks
    K. Tsagkaris
    P. Demestichas
    M. Theologou
    [J]. Wireless Personal Communications, 2004, 30 : 167 - 181
  • [6] Location- and service-aware downlink transmission power allocation in WCDMA-based cellular networks
    Tsagkaris, K
    Demestichas, P
    Theologou, M
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2004, 30 (2-4) : 167 - 181
  • [7] Content Aware Resource Allocation for Video Service Provisioning in Wireless Networks
    Zhao, Yongxiang
    Song, Yunpeng
    Li, Chunxi
    [J]. AD HOC NETWORKS, ADHOCNETS 2018, 2019, 258 : 49 - 58
  • [8] Service-Aware Resource Allocation Based on RAN Slicing for Smart Grid
    Meng, Sachula
    Wang, Zhihui
    Ding, Huixia
    Sun, Lili
    Yang, Delong
    Wu, Sai
    Cao, Xinzhi
    Wang, Xue
    Wang, Ying
    Chen, Yuanbin
    [J]. INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING, IMIS-2019, 2020, 994 : 373 - 384
  • [9] Performance Analysis of a Quality of Service-Aware Resource Allocation for Internet of Things
    Salman A. AlQahtani
    [J]. Wireless Personal Communications, 2023, 129 : 1961 - 1982