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authorThomas Voss <mail@thomasvoss.com> 2024-11-27 20:54:24 +0100
committerThomas Voss <mail@thomasvoss.com> 2024-11-27 20:54:24 +0100
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+Internet Engineering Task Force (IETF) N. Khademi
+Request for Comments: 8511 M. Welzl
+Category: Experimental University of Oslo
+ISSN: 2070-1721 G. Armitage
+ Netflix
+ G. Fairhurst
+ University of Aberdeen
+ December 2018
+
+
+ TCP Alternative Backoff with ECN (ABE)
+
+Abstract
+
+ Active Queue Management (AQM) mechanisms allow for burst tolerance
+ while enforcing short queues to minimise the time that packets spend
+ enqueued at a bottleneck. This can cause noticeable performance
+ degradation for TCP connections traversing such a bottleneck,
+ especially if there are only a few flows or their bandwidth-delay
+ product (BDP) is large. The reception of a Congestion Experienced
+ (CE) Explicit Congestion Notification (ECN) mark indicates that an
+ AQM mechanism is used at the bottleneck, and the bottleneck network
+ queue is therefore likely to be short. Feedback of this signal
+ allows the TCP sender-side ECN reaction in congestion avoidance to
+ reduce the Congestion Window (cwnd) by a smaller amount than the
+ congestion control algorithm's reaction to inferred packet loss.
+ Therefore, this specification defines an experimental change to the
+ TCP reaction specified in RFC 3168, as permitted by RFC 8311.
+
+Status of This Memo
+
+ This document is not an Internet Standards Track specification; it is
+ published for examination, experimental implementation, and
+ evaluation.
+
+ This document defines an Experimental Protocol for the Internet
+ community. This document is a product of the Internet Engineering
+ Task Force (IETF). It represents the consensus of the IETF
+ community. It has received public review and has been approved for
+ publication by the Internet Engineering Steering Group (IESG). Not
+ all documents approved by the IESG are candidates for any level of
+ Internet Standard; see Section 2 of RFC 7841.
+
+ Information about the current status of this document, any errata,
+ and how to provide feedback on it may be obtained at
+ https://www.rfc-editor.org/info/rfc8511.
+
+
+
+
+
+Khademi, et al. Experimental [Page 1]
+
+RFC 8511 ABE December 2018
+
+
+Copyright Notice
+
+ Copyright (c) 2018 IETF Trust and the persons identified as the
+ document authors. All rights reserved.
+
+ This document is subject to BCP 78 and the IETF Trust's Legal
+ Provisions Relating to IETF Documents
+ (https://trustee.ietf.org/license-info) in effect on the date of
+ publication of this document. Please review these documents
+ carefully, as they describe your rights and restrictions with respect
+ to this document. Code Components extracted from this document must
+ include Simplified BSD License text as described in Section 4.e of
+ the Trust Legal Provisions and are provided without warranty as
+ described in the Simplified BSD License.
+
+Table of Contents
+
+ 1. Introduction . . . . . . . . . . . . . . . . . . . . . . . . 3
+ 2. Definitions . . . . . . . . . . . . . . . . . . . . . . . . . 4
+ 3. Specification . . . . . . . . . . . . . . . . . . . . . . . . 4
+ 3.1. Choice of ABE Multiplier . . . . . . . . . . . . . . . . 4
+ 4. Discussion . . . . . . . . . . . . . . . . . . . . . . . . . 6
+ 4.1. Rationale for Using ECN to Vary the Degree of Backoff . . 6
+ 4.2. An RTT-Based Response to Indicated Congestion . . . . . . 7
+ 5. ABE Deployment Requirements . . . . . . . . . . . . . . . . . 7
+ 6. ABE Experiment Goals . . . . . . . . . . . . . . . . . . . . 8
+ 7. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 8
+ 8. Security Considerations . . . . . . . . . . . . . . . . . . . 8
+ 9. References . . . . . . . . . . . . . . . . . . . . . . . . . 9
+ 9.1. Normative References . . . . . . . . . . . . . . . . . . 9
+ 9.2. Informative References . . . . . . . . . . . . . . . . . 9
+ Acknowledgements . . . . . . . . . . . . . . . . . . . . . . . . 11
+ Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 12
+
+
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+Khademi, et al. Experimental [Page 2]
+
+RFC 8511 ABE December 2018
+
+
+1. Introduction
+
+ Explicit Congestion Notification (ECN) [RFC3168] makes it possible
+ for an Active Queue Management (AQM) mechanism to signal the presence
+ of incipient congestion without necessarily incurring packet loss.
+ This lets the network deliver some packets to an application that
+ would have been dropped if the application or transport did not
+ support ECN. This packet loss reduction is the most obvious benefit
+ of ECN, but it is often relatively modest. Other benefits of
+ deploying ECN have been documented in [RFC8087].
+
+ The rules for ECN were originally written to be very conservative,
+ and they required the congestion control algorithms of ECN-Capable
+ Transport (ECT) protocols to treat indications of congestion
+ signalled by ECN exactly the same as they would treat an inferred
+ packet loss [RFC3168]. Research has demonstrated the benefits of
+ reducing network delays that are caused by interaction of loss-based
+ TCP congestion control and excessive buffering [BUFFERBLOAT]. This
+ has led to the creation of AQM mechanisms like Proportional Integral
+ Controller Enhanced (PIE) [RFC8033] and Controlling Queue Delay
+ (CoDel) [RFC8289], which prevent bloated queues that are common with
+ unmanaged and excessively large buffers deployed across the Internet
+ [BUFFERBLOAT].
+
+ The AQM mechanisms mentioned above aim to keep a sustained queue
+ short while tolerating transient (short-term) packet bursts.
+ However, currently used loss-based congestion control mechanisms are
+ not always able to effectively utilise a bottleneck link where there
+ are short queues. For example, a TCP sender using the Reno
+ congestion control needs to be able to store at least an end-to-end
+ bandwidth-delay product (BDP) worth of data at the bottleneck buffer
+ if it is to maintain full path utilisation in the face of loss-
+ induced reduction of the congestion window (cwnd) [RFC5681]. This
+ amount of buffering effectively doubles the amount of data that can
+ be in flight and the maximum round-trip time (RTT) experienced by the
+ TCP sender.
+
+ Modern AQM mechanisms can use ECN to signal the early signs of
+ impending queue buildup long before a tail-drop queue would be forced
+ to resort to dropping packets. It is therefore appropriate for the
+ transport protocol congestion control algorithm to have a more
+ measured response when it receives an indication with an early
+ warning of congestion after the remote endpoint receives an ECN
+ CE-marked packet. Recognizing these changes in modern AQM practices,
+ the strict requirement that ECN CE signals be treated identically to
+ inferred packet loss has been relaxed [RFC8311]. This document
+ therefore defines a new sender-side-only congestion control response
+
+
+
+
+Khademi, et al. Experimental [Page 3]
+
+RFC 8511 ABE December 2018
+
+
+ called "ABE" (Alternative Backoff with ECN). ABE improves TCP's
+ average throughput when routers use AQM-controlled buffers that allow
+ only for short queues.
+
+2. Definitions
+
+ The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT",
+ "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and
+ "OPTIONAL" in this document are to be interpreted as described in
+ BCP 14 [RFC2119] [RFC8174] when, and only when, they appear in all
+ capitals, as shown here.
+
+3. Specification
+
+ This specification changes the congestion control algorithm of an
+ ECN-Capable TCP transport protocol by changing the TCP-sender
+ response to feedback from the TCP receiver that indicates the
+ reception of a CE-marked packet, i.e., receipt of a packet with the
+ ECN-Echo flag (defined in [RFC3168]) set, following the process
+ defined in [RFC8311].
+
+ The TCP-sender response is currently specified in Section 6.1.2 of
+ the ECN specification [RFC3168] and has been slightly updated by
+ Section 4.1 of [RFC8311] to read as:
+
+ The indication of congestion should be treated just as a
+ congestion loss in non-ECN-Capable TCP. That is, the TCP source
+ halves the congestion window "cwnd" and reduces the slow start
+ threshold "ssthresh", unless otherwise specified by an
+ Experimental RFC in the IETF document stream.
+
+ As permitted by RFC 8311, this document specifies a sender-side
+ change to TCP where receipt of a packet with the ECN-Echo flag SHOULD
+ trigger the TCP source to set the slow start threshold (ssthresh) to
+ 0.8 times the FlightSize, with a lower bound of 2 * SMSS applied to
+ the result (where SMSS stands for Sender Maximum Segment Size)). As
+ in [RFC5681], the TCP sender also reduces the cwnd value to no more
+ than the new ssthresh value. Section 6.1.2 of RFC 3168 provides
+ guidance on setting a cwnd less than 2 * SMSS.
+
+3.1. Choice of ABE Multiplier
+
+ ABE decouples the reaction of a TCP sender to inferred packet loss
+ from the indication of ECN-signalled congestion in the congestion
+ avoidance phase. To achieve this, ABE uses a different scaling
+ factor for Equation 4 in Section 3.1 of [RFC5681]. The description
+ respectively uses beta_{loss} and beta_{ecn} to refer to the
+ multiplicative decrease factors applied in response to inferred
+
+
+
+Khademi, et al. Experimental [Page 4]
+
+RFC 8511 ABE December 2018
+
+
+ packet loss, and in response to a receiver indicating ECN-signalled
+ congestion. For non-ECN-enabled TCP connections, only beta_{loss}
+ applies.
+
+ In other words, in response to inferred packet loss:
+
+ ssthresh = max (FlightSize * beta_{loss}, 2 * SMSS)
+
+ and in response to an indication of an ECN-signalled congestion:
+
+ ssthresh = max (FlightSize * beta_{ecn}, 2 * SMSS)
+
+ and
+
+ cwnd = ssthresh
+
+ (If ssthresh == 2 * SMSS, Section 6.1.2 of RFC 3168 provides
+ guidance on setting a cwnd lower than 2 * SMSS.)
+
+ where FlightSize is the amount of outstanding data in the network,
+ upper-bounded by the smaller of the sender's cwnd and the receiver's
+ advertised window (rwnd) [RFC5681]. The higher the values of
+ beta_{loss} and beta_{ecn}, the less aggressive the response of any
+ individual backoff event.
+
+ The appropriate choice for beta_{loss} and beta_{ecn} values is a
+ balancing act between path utilisation and draining the bottleneck
+ queue. More aggressive backoff (smaller beta_*) risks the
+ underutilisation of the path, while less-aggressive backoff (larger
+ beta_*) can result in slower draining of the bottleneck queue.
+
+ The Internet has already been running with at least two different
+ beta_{loss} values for several years: the standard value is 0.5
+ [RFC5681], and the Linux implementation of CUBIC [RFC8312] has used a
+ multiplier of 0.7 since kernel version 2.6.25 released in 2008. ABE
+ does not change the value of beta_{loss} used by current TCP
+ implementations.
+
+ The recommendation in this document specifies a value of
+ beta_{ecn}=0.8. This recommended beta_{ecn} value is only applicable
+ for the standard TCP congestion control [RFC5681]. The selection of
+ beta_{ecn} enables tuning the response of a TCP connection to shallow
+ AQM-marking thresholds. beta_{loss} characterizes the response of a
+ congestion control algorithm to packet loss, i.e., exhaustion of
+ buffers (of unknown depth). Different values for beta_{loss} have
+ been suggested for TCP congestion control algorithms. Consequently,
+ beta_{ecn} is likely to be an algorithm-specific parameter rather
+ than a constant multiple of the algorithm's existing beta_{loss}.
+
+
+
+Khademi, et al. Experimental [Page 5]
+
+RFC 8511 ABE December 2018
+
+
+ A range of tests (Section IV of [ABE2017]) with NewReno and CUBIC
+ over CoDel and PIE in lightly multiplexed scenarios have explored
+ this choice of parameter. The results of these tests indicate that
+ CUBIC connections benefit from beta_{ecn} of 0.85 (cf. beta_{loss} =
+ 0.7), and NewReno connections see improvements with beta_{ecn} in the
+ range 0.7 to 0.85 (cf. beta_{loss} = 0.5).
+
+4. Discussion
+
+ Much of the technical background for ABE can be found in [ABE2017],
+ which uses a mix of experiments, theory, and simulations with NewReno
+ [RFC5681] and CUBIC [RFC8312] to evaluate its performance. ABE was
+ shown to present significant performance gains in lightly-multiplexed
+ (few concurrent flows) scenarios, without losing the delay-reduction
+ benefits of deploying CoDel or PIE. The performance improvement is
+ achieved when reacting to ECN-Echo in congestion avoidance (when
+ ssthresh > cwnd) by multiplying cwnd and ssthresh with a value in the
+ range [0.7,0.85]. Applying ABE when cwnd is smaller than or equal to
+ ssthresh is not currently recommended, but its use in that scenario
+ may benefit from additional attention, experimentation, and
+ specification.
+
+4.1. Rationale for Using ECN to Vary the Degree of Backoff
+
+ AQM mechanisms such as CoDel [RFC8289] and PIE [RFC8033] set a delay
+ target in routers and use congestion notifications to constrain the
+ queuing delays experienced by packets rather than in response to
+ impending or actual bottleneck buffer exhaustion. With current
+ default delay targets, CoDel and PIE both effectively emulate a
+ bottleneck with a short queue (Section II of [ABE2017]) while also
+ allowing short traffic bursts into the queue. This provides
+ acceptable performance for TCP connections over a path with a low
+ BDP, or in highly multiplexed scenarios (many concurrent transport
+ flows). However, in a lightly multiplexed case over a path with a
+ large BDP, conventional TCP backoff leads to gaps in packet
+ transmission and underutilisation of the path.
+
+ Instead of discarding packets, an AQM mechanism is allowed to mark
+ ECN-Capable packets with an ECN CE mark. The reception of CE-mark
+ feedback not only indicates congestion on the network path, it also
+ indicates that an AQM mechanism exists at the bottleneck along the
+ path. Therefore, the CE mark likely came from a bottleneck with a
+ controlled short queue. Reacting differently to an ECN-signalled
+ congestion than to an inferred packet loss can then yield the benefit
+ of a reduced backoff when queues are short. Using ECN can also be
+ advantageous for several other reasons [RFC8087].
+
+
+
+
+
+Khademi, et al. Experimental [Page 6]
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+RFC 8511 ABE December 2018
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+
+ The idea of reacting differently to inferred packet loss and
+ detection of an ECN-signalled congestion predates this specification,
+ e.g., previous research proposed using ECN CE-marked feedback to
+ modify TCP congestion control behaviour via a larger multiplicative
+ decrease factor in conjunction with a smaller additive increase
+ factor [ICC2002]. The goal of this former work was to operate across
+ AQM bottlenecks (using Random Early Detection (RED)) that were not
+ necessarily configured to emulate a short queue. (The current usage
+ of RED as an Internet AQM method is limited [RFC7567].)
+
+4.2. An RTT-Based Response to Indicated Congestion
+
+ This specification applies to the use of ECN feedback as defined in
+ [RFC3168], which specifies a response to indicated congestion that is
+ no more frequent than once per path round-trip time. Since ABE
+ responds to indicated congestion once per RTT, it does not respond to
+ any further loss within the same RTT because an ABE sender has
+ already reduced the congestion window. If congestion persists after
+ such reduction, ABE continues to reduce the congestion window in each
+ consecutive RTT. This consecutive reduction can protect the network
+ against long-standing unfairness in the case of AQM algorithms that
+ do not keep a small average queue length. The mechanism does not
+ rely on Accurate ECN [ACC-ECN-FEEDBACK].
+
+ In contrast, transport protocol mechanisms can also be designed to
+ utilise more frequent and detailed ECN feedback (e.g., Accurate ECN
+ [ACC-ECN-FEEDBACK]), which then permit a congestion control response
+ that adjusts the sending rate more frequently. Data Center TCP
+ (DCTCP) [RFC8257] is an example of this approach.
+
+5. ABE Deployment Requirements
+
+ This update is a sender-side-only change. Like other changes to
+ congestion control algorithms, it does not require any change to the
+ TCP receiver or to network devices. It does not require any ABE-
+ specific changes in routers or the use of Accurate ECN feedback
+ [ACC-ECN-FEEDBACK] by a receiver.
+
+ If the method is only deployed by some senders, and not by others,
+ the senders using it can gain some advantage, possibly at the expense
+ of other flows that do not use this updated method. Because this
+ advantage applies only to ECN-marked packets and not to packet-loss
+ indications, an ECN-Capable bottleneck will still fall back to
+ dropping packets if a TCP sender using ABE is too aggressive. The
+ result is no different than if the TCP sender were using traditional
+ loss-based congestion control.
+
+
+
+
+
+Khademi, et al. Experimental [Page 7]
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+RFC 8511 ABE December 2018
+
+
+ When used with bottlenecks that do not support ECN marking, the
+ specification does not modify the transport protocol.
+
+6. ABE Experiment Goals
+
+ [RFC3168] states that the congestion control response following an
+ indication of ECN-signalled congestion is the same as the response to
+ a dropped packet. [RFC8311] updates this specification to allow
+ systems to provide a different behaviour when they experience ECN-
+ signalled congestion rather than packet loss. The present
+ specification defines such an experiment and is an Experimental RFC.
+ We expect to propose it as a Standards-Track document in the future.
+
+ The purpose of the Internet experiment is to collect experience with
+ the deployment of ABE and confirm acceptable safety in deployed
+ networks that use this update to TCP congestion control. To evaluate
+ ABE, this experiment requires support in AQM routers for the ECN-
+ marking of packets carrying the ECN-Capable Transport codepoint
+ ECT(0) [RFC3168].
+
+ The result of this Internet experiment ought to include an
+ investigation of the implications of experiencing an ECN-CE mark
+ followed by loss within the same RTT. At the end of the experiment,
+ this will be reported to the TCPM Working Group or the IESG.
+
+ ABE is implemented as a patch for Linux and FreeBSD. This is meant
+ for research and experimentation and is available for download at
+ <https://heim.ifi.uio.no/michawe/research/abe/>. This code was used
+ to produce the test results that are reported in [ABE2017]. The
+ FreeBSD code was committed to the mainline kernel on March 19, 2018
+ [ABE-REVISION].
+
+7. IANA Considerations
+
+ This document has no IANA actions.
+
+8. Security Considerations
+
+ The described method is a sender-side-only transport change, and it
+ does not change the protocol messages exchanged. Therefore, the
+ security considerations for ECN [RFC3168] still apply.
+
+ This is a change to TCP congestion control with ECN that will
+ typically lead to a change in the capacity achieved when flows share
+ a network bottleneck. This could result in some flows receiving more
+ than their fair share of capacity. Similar unfairness in the way
+ that capacity is shared is also exhibited by other congestion control
+ mechanisms that have been in use in the Internet for many years
+
+
+
+Khademi, et al. Experimental [Page 8]
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+RFC 8511 ABE December 2018
+
+
+ (e.g., CUBIC [RFC8312]). Unfairness may also be a result of other
+ factors, including the round-trip time experienced by a flow. ABE
+ applies only when ECN-marked packets are received, not when packets
+ are lost. Therefore, use of ABE cannot lead to congestion collapse.
+
+9. References
+
+9.1. Normative References
+
+ [RFC2119] Bradner, S., "Key words for use in RFCs to Indicate
+ Requirement Levels", BCP 14, RFC 2119,
+ DOI 10.17487/RFC2119, March 1997,
+ <https://www.rfc-editor.org/info/rfc2119>.
+
+ [RFC3168] Ramakrishnan, K., Floyd, S., and D. Black, "The Addition
+ of Explicit Congestion Notification (ECN) to IP",
+ RFC 3168, DOI 10.17487/RFC3168, September 2001,
+ <https://www.rfc-editor.org/info/rfc3168>.
+
+ [RFC5681] Allman, M., Paxson, V., and E. Blanton, "TCP Congestion
+ Control", RFC 5681, DOI 10.17487/RFC5681, September 2009,
+ <https://www.rfc-editor.org/info/rfc5681>.
+
+ [RFC7567] Baker, F., Ed. and G. Fairhurst, Ed., "IETF
+ Recommendations Regarding Active Queue Management",
+ BCP 197, RFC 7567, DOI 10.17487/RFC7567, July 2015,
+ <https://www.rfc-editor.org/info/rfc7567>.
+
+ [RFC8174] Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC
+ 2119 Key Words", BCP 14, RFC 8174, DOI 10.17487/RFC8174,
+ May 2017, <https://www.rfc-editor.org/info/rfc8174>.
+
+ [RFC8257] Bensley, S., Thaler, D., Balasubramanian, P., Eggert, L.,
+ and G. Judd, "Data Center TCP (DCTCP): TCP Congestion
+ Control for Data Centers", RFC 8257, DOI 10.17487/RFC8257,
+ October 2017, <https://www.rfc-editor.org/info/rfc8257>.
+
+ [RFC8311] Black, D., "Relaxing Restrictions on Explicit Congestion
+ Notification (ECN) Experimentation", RFC 8311,
+ DOI 10.17487/RFC8311, January 2018,
+ <https://www.rfc-editor.org/info/rfc8311>.
+
+9.2. Informative References
+
+ [ABE-REVISION]
+ Stewart, L., "ABE patch review in FreeBSD",
+ Revision 331214, March 2018, <https://svnweb.freebsd.org/
+ base?view=revision&revision=331214>.
+
+
+
+Khademi, et al. Experimental [Page 9]
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+RFC 8511 ABE December 2018
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+
+ [ABE2017] Khademi, N., Armitage, G., Welzl, M., Zander, S.,
+ Fairhurst, G., and D. Ros, "Alternative backoff: Achieving
+ low latency and high throughput with ECN and AQM", IFIP
+ Networking Conference and Workshops Stockholm, Sweden,
+ DOI 10.23919/IFIPNetworking.2017.8264863, June 2017.
+
+ [ACC-ECN-FEEDBACK]
+ Briscoe, B., Kuehlewind, M., and R. Scheffenegger, "More
+ Accurate ECN Feedback in TCP", Work in Progress,
+ draft-ietf-tcpm-accurate-ecn-07, July 2018.
+
+ [BUFFERBLOAT]
+ Gettys, J. and K. Nichols, "Bufferbloat: Dark Buffers in
+ the Internet", ACM Queue, Volume 9, Issue 11,
+ DOI 10.1145/2063166.2071893, November 2011,
+ <https://queue.acm.org/detail.cfm?id=2071893>.
+
+ [ICC2002] Kwon, M. and S. Fahmy, "TCP increase/decrease behavior
+ with explicit congestion notification (ECN)", 2002 IEEE
+ International Conference on Communications Conference
+ Proceedings, ICC 2002, Cat. No.02CH37333,
+ DOI 10.1109/ICC.2002.997262, May 2002,
+ <http://dx.doi.org/10.1109/ICC.2002.997262>.
+
+ [RFC8033] Pan, R., Natarajan, P., Baker, F., and G. White,
+ "Proportional Integral Controller Enhanced (PIE): A
+ Lightweight Control Scheme to Address the Bufferbloat
+ Problem", RFC 8033, DOI 10.17487/RFC8033, February 2017,
+ <https://www.rfc-editor.org/info/rfc8033>.
+
+ [RFC8087] Fairhurst, G. and M. Welzl, "The Benefits of Using
+ Explicit Congestion Notification (ECN)", RFC 8087,
+ DOI 10.17487/RFC8087, March 2017,
+ <https://www.rfc-editor.org/info/rfc8087>.
+
+ [RFC8289] Nichols, K., Jacobson, V., McGregor, A., Ed., and J.
+ Iyengar, Ed., "Controlled Delay Active Queue Management",
+ RFC 8289, DOI 10.17487/RFC8289, January 2018,
+ <https://www.rfc-editor.org/info/rfc8289>.
+
+ [RFC8312] Rhee, I., Xu, L., Ha, S., Zimmermann, A., Eggert, L., and
+ R. Scheffenegger, "CUBIC for Fast Long-Distance Networks",
+ RFC 8312, DOI 10.17487/RFC8312, February 2018,
+ <https://www.rfc-editor.org/info/rfc8312>.
+
+
+
+
+
+
+
+Khademi, et al. Experimental [Page 10]
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+RFC 8511 ABE December 2018
+
+
+Acknowledgements
+
+ Authors N. Khademi, M. Welzl, and G. Fairhurst were partly funded by
+ the European Community under its Seventh Framework Programme through
+ the Reducing Internet Transport Latency (RITE) project (ICT-317700).
+ The views expressed are solely those of the authors.
+
+ Author G. Armitage performed most of his work on this document while
+ employed by Swinburne University of Technology, Melbourne, Australia.
+
+ The authors would like to thank Stuart Cheshire for many suggestions
+ when revising this document. They would also like to thank the
+ following people for their contributions to [ABE2017]: Chamil
+ Kulatunga, David Ros, Stein Gjessing, and Sebastian Zander. Thanks
+ also to (in alphabetical order) David Black, Roland Bless, Bob
+ Briscoe, Markku Kojo, John Leslie, Lawrence Stewart, and the TCPM
+ Working Group for providing valuable feedback on this document.
+
+ Finally, the authors would like to thank everyone who provided
+ feedback on the congestion control behaviour specified in this
+ document that was received from the IRTF Internet Congestion Control
+ Research Group (ICCRG).
+
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+RFC 8511 ABE December 2018
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+Authors' Addresses
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+ Naeem Khademi
+ University of Oslo
+ PO Box 1080 Blindern
+ Oslo N-0316
+ Norway
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+ Email: naeemk@ifi.uio.no
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+ Michael Welzl
+ University of Oslo
+ PO Box 1080 Blindern
+ Oslo N-0316
+ Norway
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+ Email: michawe@ifi.uio.no
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+ Grenville Armitage
+ Netflix Inc.
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+ Email: garmitage@netflix.com
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+ Godred Fairhurst
+ University of Aberdeen
+ School of Engineering, Fraser Noble Building
+ Aberdeen AB24 3UE
+ United Kingdom
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+ Email: gorry@erg.abdn.ac.uk
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+Khademi, et al. Experimental [Page 12]
+