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On the characteristics and origins of internet flow rates

Published:19 August 2002Publication History

ABSTRACT

This paper considers the distribution of the rates at which flows transmit data, and the causes of these rates. First, using packet level traces from several Internet links, and summary flow statistics from an ISP backbone, we examine Internet flow rates and the relationship between the rate and other flow characteristics such as size and duration. We find, as have others, that while the distribution of flow rates is skewed, it is not as highly skewed as the distribution of flow sizes. We also find that for large flows the size and rate are highly correlated. Second, we attempt to determine the cause of the rates at which flows transmit data by developing a tool, T-RAT, to analyze packet-level TCP dynamics. In our traces, the most frequent causes appear to be network congestion and receiver window limits.

References

  1. M. Allman, "A Web Server's View of the Transport Layer," Computer Communication Review, 30(5), Oct. 2000.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. H. Balakrishnan, S. Seshan, M. Stemm, and R. Katz, "Analyzing Stability in Wide-Area Network Performance," In Proc. ACM SIGMETRICS' 97, June 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. J. Chambers, W. Cleveland, B. Kleiner, and P. Tukey, "Graphical Methods for Data Analysis," Wadsworth Int'l. Group, Belmont, CA, 1983.]]Google ScholarGoogle Scholar
  4. M. Crovella and A. Bestavros, "Self-similarity in World Wide Web Traffic: Evidence and Possible Causes," IEEE/ACM Transactions on Networking, 5(6):835-846, December, 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. R. D'Agostino and M. Stephens, Eds., "Goodness-of-Fit Techniques," Marcel Dekker, New York, 1986.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. H. Jiang and C. Dovrolis, "Passive Estimation of TCP Round-Trip Times," To appear in Computer Communications Review, July, 2002.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. C. Labovitz, G. Malan, and F. Jahanian, "Internet Routing Instability," IEEE/ACM Transactions on Networking, 6(5), pp. 515--528, 1998.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. W. Leland, M. Taqqu, W. Willinger, and D. Wilson, "On the Self-Similar Nature of Ethernet Traffic (Extended Version)," IEEE/ACM Transaction on Networking, 2(1), pp. 1--15, Feb. 1994.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  9. D. Lin and R. Morris, "Dynamics of Random Early Detection," in ACM Sigcomm 97, September, 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  10. R. Mahajan, S. Floyd, and D. Wetherall, "Controlling High-Bandwidth Flows at the Congested Router," In Proc. 9th International Conference on Network Protocols (ICNP), Nov. 2001.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  11. H. Martin, A. McGregor, and J. Cleary, "Analysis of Internet Delay Times," In Proc. Passive and Active Measurements (PAM) workshop, 2000.]]Google ScholarGoogle Scholar
  12. J. Nagle, "Congestion Control in IP/TCP Internetworks", RFC 896, January, 1984.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  13. ns---Network Simulator (Version 2.1b8). http://www.isi.edu/nsnam/ns/]]Google ScholarGoogle Scholar
  14. R. Pan, L. Breslau, B. Prabhakar, and S. Shenker, "Approximate Fairness through Differential Dropping," ACIRI Technical Report, 2001. http://www.icir.org/shenker/afd-techreport.ps$]]Google ScholarGoogle Scholar
  15. V. Paxson, "Automated Packet Trace Analysis of TCP Implementations," In Proc. ACM SIGCOMM '97, Sep. 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  16. V. Paxson, and S. Floyd, "Wide-Area Traffic: The Failure of Poisson Modeling," IEEE/ACM Transactions on Networking, 3(3), pp. 226--244, June 1995.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  17. V. Paxson, "End-to-End Routing Behavior in the Internet," IEEE/ACM Transactions on Networking, 5(5), pp. 601--615, Oct. 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  18. V. Paxson, "End-to-End Internet Packet Dynamics," IEEE/ACM Transactions on Networking, 7(3), pp. 277--292, Jun. 1999.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  19. L. Rizzo, "Dummynet: A Simple Approach to the Evaluation of Network Protocols", Computer Communications Review, 27(1), Jan. 1997.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  20. S. Sarvotham, R. Riedi, and R. Baraniuk, "Connection-level Analysis and Modeling of Network Traffic," In Proc. ACM Internet Measurement Workshop (IMW' 2001), Nov. 2001.]] Google ScholarGoogle ScholarDigital LibraryDigital Library
  21. K. Thompson, G. Miller, and R. Wilder, "Wide Area Internet Traffic Patterns and Characteristics," IEEE Network, vol. 11, no. 6, pp. 10--23, Nov. 1997.]]Google ScholarGoogle ScholarDigital LibraryDigital Library

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    • Published in

      cover image ACM Conferences
      SIGCOMM '02: Proceedings of the 2002 conference on Applications, technologies, architectures, and protocols for computer communications
      August 2002
      368 pages
      ISBN:158113570X
      DOI:10.1145/633025
      • cover image ACM SIGCOMM Computer Communication Review
        ACM SIGCOMM Computer Communication Review  Volume 32, Issue 4
        Proceedings of the 2002 SIGCOMM conference
        October 2002
        332 pages
        ISSN:0146-4833
        DOI:10.1145/964725
        Issue’s Table of Contents

      Copyright © 2002 ACM

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      Publication History

      • Published: 19 August 2002

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      Acceptance Rates

      SIGCOMM '02 Paper Acceptance Rate25of300submissions,8%Overall Acceptance Rate554of3,547submissions,16%

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