The Great Internet TCP Congestion Control Census

被引:44
|
作者
Mishra, Ayush [1 ]
Sun, Xiangpeng [1 ]
Jain, Atishya [2 ]
Pande, Sameer [2 ]
Joshi, Raj [1 ]
Leong, Ben [1 ]
机构
[1] Natl Univ Singapore, Singapore, Singapore
[2] Indian Inst Technol, Delhi, India
关键词
congestion control; measurement study; HIGH-SPEED; ALGORITHM;
D O I
10.1145/3366693
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In 2016, Google proposed and deployed a new TCP variant called BBR. BBR represents a major departure from traditional congestion-window-based congestion control. Instead of using loss as a congestion signal, BBR uses estimates of the bandwidth and round-trip delays to regulate its sending rate. The last major study on the distribution of TCP variants on the Internet was done in 2011, so it is timely to conduct a new census given the recent developments around BBR. To this end, we designed and implemented Gordon, a tool that allows us to measure the exact congestion window (cwnd) corresponding to each successive RTT in the TCP connection response of a congestion control algorithm. To compare a measured flow to the known variants, we created a localized bottleneck where we can introduce a variety of network changes like loss events, bandwidth change, and increased delay, and normalize all measurements by RTT. An offline classifier is used to identify the TCP variant based on the cwnd trace over time. Our results suggest that CUBIC is currently the dominant TCP variant on the Internet, and it is deployed on about 36% of the websites in the Alexa Top 20,000 list. While BBR and its variant BBR G1.1 are currently in second place with a 22% share by website count, their present share of total Internet traffic volume is estimated to be larger than 40%. We also found that Akamai has deployed a unique loss-agnostic rate-based TCP variant on some 6% of the Alexa Top 20,000 websites and there are likely other undocumented variants. The traditional assumption that TCP variants "in the wild" will come from a small known set is not likely to be true anymore. We predict that some variant of BBR seems poised to replace CUBIC as the next dominant TCP variant on the Internet.
引用
收藏
页数:24
相关论文
共 50 条
  • [41] TCP congestion control with a misbehaving receiver
    Savage, Stefan
    Cardwell, Neal
    Wetherall, David
    Anderson, Tom
    Computer Communication Review, 1999, 29 (05): : 71 - 78
  • [42] Improving TCP congestion control to avoid TCP global synchronization
    Xu, Changbiao
    Xian, Yongju
    Yang, Shizhong
    Global Mobile Congress 2005, 2005, : 133 - 138
  • [43] A TCP Congestion Control Model Based on Congestion Event Classification
    Wang, Yongwei
    Liu, Yunan
    Bian, Li
    Xie, Wenchong
    2011 7TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING (WICOM), 2011,
  • [44] Fast backward congestion notification mechanism for TCP congestion control
    Peng, F
    Leung, VCM
    CONFERENCE PROCEEDINGS OF THE 2002 IEEE INTERNATIONAL PERFORMANCE, COMPUTING, AND COMMUNICATIONS CONFERENCE, 2002, : 419 - 424
  • [45] Interactions of intelligent route control with TCP congestion control
    Gao, Ruomei
    Blair, Dana
    Dovrolis, Constantine
    Morrow, Monique
    Zegura, Ellen
    NETWORKING 2007: AD HOC AND SENSOR NETWORKS, WIRELESS NETWORKS, NEXT GENERATION INTERNET, PROCEEDINGS, 2007, 4479 : 1014 - +
  • [46] On Minimizing TCP Traffic Congestion in Vehicular Internet of Things (VIoT)
    Jude, M. Joseph Auxilius
    Diniesh, V. C.
    Shivaranjani, M.
    Muthusamy, Suresh
    Panchal, Hitesh
    Sundararajan, Suma Christal Mary
    Sadasivuni, Kishor Kumar
    WIRELESS PERSONAL COMMUNICATIONS, 2023, 128 (03) : 1873 - 1893
  • [47] On Minimizing TCP Traffic Congestion in Vehicular Internet of Things (VIoT)
    M. Joseph Auxilius Jude
    V. C. Diniesh
    M. Shivaranjani
    Suresh Muthusamy
    Hitesh Panchal
    Suma Christal Mary Sundararajan
    Kishor Kumar Sadasivuni
    Wireless Personal Communications, 2023, 128 : 1873 - 1893
  • [48] A TCP delay-based mechanism for detecting congestion in the Internet
    Dassouki, Khaled
    Debar, Herve
    Safa, Haidar
    Hijazi, Abbas
    2013 THIRD INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND INFORMATION TECHNOLOGY (ICCIT), 2013, : 141 - 145
  • [49] Survey of congestion control in the Internet
    Luo, W.M.
    Lin, C.
    Yan, B.P.
    Jisuanji Xuebao/Chinese Journal of Computers, 2001, 24 (01): : 1 - 18
  • [50] Evaluation of solutions for congestion control in TCP network
    Liu, Q.R.
    Ni, H.B.
    Jisuanji Gongcheng/Computer Engineering, 2001, 27 (06):