Measurement of a Large-Scale Short-Video Service Over Mobile and Wireless Networks

被引:4
|
作者
Zhang, Yuming [1 ]
Liu, Yan [2 ]
Guo, Lingfeng [2 ]
Lee, Jack Y. B. [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Hong Kong, Peoples R China
[2] Cloud ARCH & Platform Dept, Shenzhen 518000, Guangdong, Peoples R China
关键词
Streaming media; Throughput; Wireless fidelity; Servers; Bit rate; Mobile computing; IP networks; Short-video service; video on demand (VoD); data analysis; video content analytics; network analytics; video streaming analytics; POPULARITY;
D O I
10.1109/TMC.2021.3139893
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Short-video sharing services have seen explosive growth in recent years. Compared to conventional video sharing platforms, these have very different characteristics which are far from well-understood. This work aims at filling the gap by measuring and analyzing detailed application-level performance data from a top-10 short video service in China. The application-level data offered detailed and rare insights into many performance metrics of the service, which are otherwise inaccessible to external measurements. The service has a scale of over one billion daily views just for the mobile and wireless segments of the service. Our datasets covered over 22 billion video playbacks, over 100 million video files, served by over 5,000 servers to users across 35 provinces and 13 ISPs in China. We analyzed three aspects of the service: (a) video content characteristics; (b) network analytics; and (c) video streaming analytics. Our results revealed significant differences from conventional video-sharing platforms. These findings will have implications for system designs at all levels. The data also enabled us to conduct an indirect network performance measurement of mobile and wireless network services across China, as experienced by the service. These results offer rare insights into mobile and wireless networks' real-world performance in a large country.
引用
收藏
页码:3472 / 3488
页数:17
相关论文
共 50 条
  • [1] Energy maps for large-scale, mobile wireless networks
    Park, Min Kyoung
    Rodoplu, Volkan
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-14, 2007, : 3136 - 3141
  • [2] Multiple Mobile Sinks for Quality of Service Improvement in Large-Scale Wireless Sensor Networks
    Yagouta, Abdelbari Ben
    Gouissem, Bechir Ben
    Mnasri, Sami
    Alghamdi, Mansoor
    Alrashidi, Malek
    Alrowaily, Majed Abdullah
    Alkhazi, Ibrahim
    Gantassi, Rahma
    Hasnaoui, Salem
    [J]. SENSORS, 2023, 23 (20)
  • [3] Short Packet Communications in Large-Scale Wireless Powered Networks
    Psomas, Constantinos
    Kourtellaris, Christos K.
    Krikidis, Ioannis
    [J]. 2019 IEEE 20TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC 2019), 2019,
  • [4] Large-scale Characterization of Comprehensive Online Video Service in Mobile Network
    Li, Chenyu
    Liu, Jun
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [5] Adaptive video protection in large scale peer-to-peer video streaming over mobile wireless mesh networks
    Ghaeini, Hamid Reza
    Akbari, Behzad
    Barekatain, Behrang
    Trivino-Cabrera, Alicia
    [J]. INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2016, 29 (18) : 2580 - 2603
  • [6] On the Connectivity Analysis over Large-Scale Hybrid Wireless Networks
    Yi, Chi
    Wang, Wenye
    [J]. 2010 PROCEEDINGS IEEE INFOCOM, 2010,
  • [7] A key establishment scheme for large-scale mobile wireless sensor networks
    Das, Ashok Kumar
    Sengupta, Indranil
    [J]. DISTRIBUTED COMPUTING AND INTERNET TECHNOLOGY, PROCEEDINGS, 2007, 4882 : 79 - 88
  • [8] An adaptive mobile system to solve large-scale problems in wireless networks
    Oh, Jehwan
    Lee, Eunseok
    [J]. COMPUTATIONAL SCIENCE - ICCS 2007, PT 4, PROCEEDINGS, 2007, 4490 : 594 - +
  • [9] Routing and Data Dissemination over Large-scale Wireless Sensor Networks with Multiple Sources and Mobile Sinks
    Chu, Seong-Eun
    Kang, Dae-Wook
    Kim, Jae-Nam
    [J]. ALPIT 2008: SEVENTH INTERNATIONAL CONFERENCE ON ADVANCED LANGUAGE PROCESSING AND WEB INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 444 - +
  • [10] Large-scale mobile multimedia service management in next generation networks
    Negru, D
    Mehaoua, A
    Kourtis, A
    LeBars, E
    [J]. MANAGEMENT OF MULTIMEDIA NETWORKS AND SERVICES, PROCEEDINGS, 2004, 3271 : 308 - 319