The Great Internet TCP Congestion Control Census

被引:43
|
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
  • [21] Time Delayed Feedback Control of Internet Congestion Control Model with Compound TCP under RED
    Wang, Han
    Ding, Dawei
    Cao, Tianren
    Sun, Rui
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON LOGISTICS, ENGINEERING, MANAGEMENT AND COMPUTER SCIENCE (LEMCS 2015), 2015, 117 : 35 - 40
  • [22] RAAR: A TCP-friendly congestion control mechanism of transporting multimedia traffic in internet
    Hu, Yan
    Zhang, Guang-Zhao
    Zhang, Guo-Qing
    2003, Science Press (26):
  • [23] Are optimization based Internet congestion control models fragile with respect to TCP structure and symmetry?
    Lestas, L
    Vinnicombe, G
    2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, : 2372 - 2377
  • [24] Congestion control in TCP: Performance of binary congestion notification enhanced TCP compared to reno and tahoe TCP
    Sisalem, D
    Schulzrinne, H
    1996 INTERNATIONAL CONFERENCE ON NETWORK PROTOCOLS, PROCEEDINGS, 1996, : 268 - 275
  • [25] Joint TCP Congestion Control and Wireless-Link Scheduling for Wireless Internet Applications
    Wang, Xin
    Li, Zhaoquan
    2013 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC), 2013, : 752 - 757
  • [26] Avoiding congestion collapse on the Internet using TCP tunnels
    Lee, BP
    Balan, RK
    Jacob, L
    Seah, WKG
    Ananda, AL
    COMPUTER NETWORKS, 2002, 39 (02) : 207 - 219
  • [27] Internet congestion control
    Low, SH
    Paganini, F
    Doyle, JC
    IEEE CONTROL SYSTEMS MAGAZINE, 2002, 22 (01): : 28 - 43
  • [28] TCP congestion control: A hybrid approach
    Shah, Syed Munir Hussain
    Bilal, Kashif
    Khan, Abdul Nasir
    Rehman, Alta ur
    THIRD INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES 2007, PROCEEDINGS, 2007, : 89 - +
  • [29] Smoothness properties in congestion control for TCP
    Vieira, Elvis
    Bauer, Michael
    3RD INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS AND CONTROL TECHNOLOGIES, VOL 1, PROCEEDINGS, 2005, : 85 - 90
  • [30] Fair congestion control for FAST TCP
    Lu Quan
    Qiu Junping
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 5, 2007, : 630 - +