Internet DRAFT - draft-li-quic-optimizing-ack-in-wlan
draft-li-quic-optimizing-ack-in-wlan
QUIC T. Li
Internet-Draft Renmin University of China
Intended status: Experimental K. Zheng
Expires: 24 May 2024 R.A. Jadhav
J. Kang
Huawei
21 November 2023
Optimizing ACK mechanism for QUIC
draft-li-quic-optimizing-ack-in-wlan-07
Abstract
The dependence on frequent acknowledgments (ACKs) is an artifact of
current transport protocol designs rather than a fundamental
requirement. This document analyzes the problems caused by
contentions and collisions on the wireless medium between data
packets and ACKs in WLAN and it proposes an ACK mechanism that
minimizes the intensity of ACK Frame in QUIC, improving the
performance of transport layer connection.
Status of This Memo
This Internet-Draft is submitted in full conformance with the
provisions of BCP 78 and BCP 79.
Internet-Drafts are working documents of the Internet Engineering
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This Internet-Draft will expire on 24 May 2024.
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Copyright (c) 2023 IETF Trust and the persons identified as the
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Please review these documents carefully, as they describe your rights
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Table of Contents
1. Requirements Language . . . . . . . . . . . . . . . . . . . . 2
2. Problem Statement . . . . . . . . . . . . . . . . . . . . . . 2
3. Overview of Standards on ACK Mechanism . . . . . . . . . . . 3
4. Optimized ACK Mechanism for QUIC . . . . . . . . . . . . . . 4
4.1. Reducing ACK intensity . . . . . . . . . . . . . . . . . 4
4.2. OWD-based RTTmin estimation . . . . . . . . . . . . . . . 6
4.3. Sender-Side Operation . . . . . . . . . . . . . . . . . . 7
4.4. Receiver-side Operation . . . . . . . . . . . . . . . . . 7
4.5. Generating ACK . . . . . . . . . . . . . . . . . . . . . 8
4.6. Modification to QUIC Protocol . . . . . . . . . . . . . . 8
4.6.1. Transport Parameter: ack-intensity-support . . . . . 8
4.6.2. ACK-INTENSITY Frame . . . . . . . . . . . . . . . . . 9
4.6.3. TIMESTAMP Frame . . . . . . . . . . . . . . . . . . . 9
4.6.4. ACK Delay Redefinition . . . . . . . . . . . . . . . 10
5. Security Considerations . . . . . . . . . . . . . . . . . . . 10
6. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 10
7. References . . . . . . . . . . . . . . . . . . . . . . . . . 10
7.1. Normative References . . . . . . . . . . . . . . . . . . 10
7.2. Informative References . . . . . . . . . . . . . . . . . 11
Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 12
1. Requirements Language
The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT",
"SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY", and "OPTIONAL" in this
document are to be interpreted as described in [RFC2119].
2. Problem Statement
High-throughput transport over wireless local area network (WLAN)
becomes a demanding requirement with the emergence of 4K wireless
projection, VR/AR-based interactive gaming, Metaverse, and more.
However, the shared nature of the wireless medium induces contention
between data transport and backward signaling, such as
acknowledgment. ACKs share the same medium route with data packets,
causing similar medium access overhead despite the much smaller size
of the ACKs. Contentions and collisions, as well as the wasted
wireless resources by ACKs, lead to a significant throughput decline
on the data path. This draft follows the roadmap as depicted in
[AOD].
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3. Overview of Standards on ACK Mechanism
[RFC9000] specifies a simple delayed ACK mechanism that a receiver
can send an ACK for every other packet, and for every packet when
reordering is observed, or when the max_ack_delay timer expires.
However, this ACK mechanism may not match the number of ACKs to the
transport's required intensity under different network conditions.
For example, when the data throughput of a WLAN transport is
extremely high, QUIC will generate a large number of ACKs. In this
case, minimizing the ACK intensity of QUIC is not only a win for data
throughput improvement but also a win for energy and CPU efficiency.
[RFC1122] and [RFC5681] were two core functionality standards that
introduced delayed ACK, which was the default acknowledgment
mechanism in most Linux distributions. [RFC4341] and [RFC5690]
described an acknowledgment congestion control mechanism in which the
minimum ACK frequency allowed is twice per send window. [RFC3449]
discussed the imperfection and variability of TCP's acknowledgment
mechanism because of asymmetric effects and recommended scaling ACK
frequency as a mitigation to these effects. These RFCs reveal that
the dependence on frequent ACKs is an artifact of current transport
protocol designs rather than a fundamental requirement. Based on
this insight, some work-in-progress IETF drafts have paid great
attention to ACK scaling technologies in both TCP and QUIC working
groups.
First of all, [ACK-PULL] proposed the TCP ACK pull mechanism, which
allows a sender to request the ACK for a data segment to be sent
without additional delay by the receiver. This helps in some cases
when the delayed ACKs degrade transport performance.
Instead of pulling more ACKs, [QUIC-SCALING] recommended reducing the
ACK frequency by sending an ACK for at least every 10 received
packets and [QUIC-SATCOM] recommended an ACK frequency of four ACKs
every round-trip time (RTT), aiming to reduce link transmission costs
for asymmetric paths.
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Different from using an empirical value of ACK frequency, instead, we
try to improve the scalability by proposing a novel ACK mechanism
named Tame ACK (TACK), whose frequency is a function of the
bandwidth-delay product of network connections. The detailed TCP-
based implementation (i.e., TCP-TACK) details and evaluation results
have been shown in [Tong]. TCP-based implementation depends on the
middleboxes to permit the extended-option packets through, which
might limit applicable scenarios. QUIC is a flexible framework of
the transport protocol that uses UDP as a substrate to avoid
requiring changes to legacy operating systems and middleboxes and
encrypts most of the packets including ACKs to avoid incurring a
dependency on middleboxes. Hence, this draft focuses on applying
TACK to optimize the ACK mechanism for QUIC.
It is worth noting that [IYENGAR-ACK] has proposed an extension of
sender-controlled ACK-FREQUENCY frame for QUIC, which is possible to
be reused to help the sender sync the dynamically adjusted TACK
frequency with the receiver in this case.
4. Optimized ACK Mechanism for QUIC
4.1. Reducing ACK intensity
ACK intensity can be quantified by the unit of Hz, i.e., the number
of ACKs per second. Byte-counting ACK and periodic ACK are two
fundamental ways to reduce ACK intensity on the transport layer.
1. Byte-counting ACK: ACK intensity is controlled by sending an ACK
for every L (L >= 2) incoming full-sized packets, in which the packet
size equals the Max Packet Size (set in the max_packet_size parameter
in QUIC). The intensity of byte-counting ACK (f_b) is proportional
to data throughput (bw):
f_b = bw/L*max_packet_size (1)
In general, f_b can be reduced by setting a large value of L.
However, for a given L, f_b increases with bw. This means when data
throughput is extremely high, the ACK intensity still might be
comparatively large. In other words, the intensity of byte-counting
ACK changes proportionately with bandwidth.
2. Periodic ACK: Byte-counting ACK's unbounded intensity can be
attributed to the coupling between ACK sending and packet arrivals.
Periodic ACK can decouple ACK intensity from packet arrivals,
achieving a bounded ACK intensity when bw is high. The intensity of
periodic ACK (f_pack) is:
f_pack = 1/alpha (2)
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Where alpha is the time interval between two ACKs and is a function
of RTT. However, when bw is extremely low, the ACK intensity is
always as high as that in the case of a high throughput. In other
words, the intensity of periodic ACK is unadaptable to bandwidth
change, which wastes resources.
Following the design of TACK [Tong], we combine the above two ways
and set the minimum ACK intensity in a QUIC connection as f_quic =
min{f_b,f_pack}. Through Equations (1) and (2), we have
f_quic = min{bw/(L*max_packet_size), 1/alpha} (3)
We set alpha = RTTmin/beta, which means sending beta ACKs per RTTmin.
RTTmin is the minimum RTT observed for a given network path. As a
consequence, the minimum ACK intensity in a QUIC connection can be
given as follows:
f_quic = min{bw/(L*max_packet_size), beta/RTTmin} (4)
where beta indicates the number of ACKs per RTT, and L indicates the
number of full-sized data packets counted before sending an ACK. To
minimize the ACK intensity, a smaller beta or a larger L is expected.
Sara Landstrom et al. have given a lower bound of beta in [Sara],
i.e., beta >= 2. We have further given an upper bound of L, which
can be derived according to the loss rate on the data path (plr_data)
and the ack path (plr_ack), i.e., L <=
feedback_info/(plr_data*plr_ack). Where feedback_info denotes the
amount of information carried by an ACK. The detailed derivation can
be referred in [Tong].
Qualitatively, periodic ACK is applied when the bandwidth-delay
product (bdp) is large (i.e., bdp >= beta*L* max_packet_size), and
byte-counting ACK is applied when bdp is small (i.e., bdp < beta*L*
max_packet_size).
In terms of transport with a large bdp, beta = 2 should be sufficient
to ensure utilization, but the large bottleneck buffer (i.e., one
bdp) makes it necessary to acknowledge data more often. In general,
the minimum send window (SWNDmin) can be roughly estimated as
follows:
SWNDmin = beta*bdp/(beta-1) (5)
Ideally, the bottleneck buffer requirement is decided by the minimum
send window, i.e., SWNDmin - bdp. Since doubling the ACK frequency
reduces the bottleneck buffer requirement substantially from 1 bdp to
0.33 bdp, beta = 4 is RECOMMENDED to provide redundancy [Sara], being
more robust in practice.
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4.2. OWD-based RTTmin estimation
In this document, the RTTmin is the minimum RTT samples observed at
the sender for a given network path during a period of time, and
OWDmin is the minimum OWD samples observed on the same network path
during a period of time.
An RTT estimation system contains a sender and a receiver. The
sender can hardly generate per-packet RTT samples, which is the root
cause of the minimum RTT estimation biases in the case of sending
fewer ACKs. When multiple packets carrying departure timestamps are
transported between endpoints via the same path, an RTT of this path
can be sampled at the sender upon receiving an ACK frame. However,
when sending fewer ACK frames, more data packets might be received
during the ACK interval, generating only one RTT sample among
multiple packets is likely to result in biases. For example, a
larger minimum RTT estimate. In general, the higher the throughput,
the larger the biases. One alternative way to reduce biases can be
that, each ACK frame carries multiple timestamps (as well as ACK
delays in [RFC9002]) for the sender to generate more RTT samples.
However, (1) the overhead is high, which is unacceptable, especially
for high-bandwidth transport. Also, (2) the number of data packets
might be far more than the maximum number of timestamps that an ACK
frame is capable of carrying. Since the receiver is capable of
monitoring per-packet state, the one-way delay (OWD) of each packet
can be easily computed according to the departure timestamps (carried
in the packet) and the arrival timestamps of each packet. In this
case, QUIC SHOULD adopt the OWD-based RTTmin estimation. The
rationale is that the variation of OWD reflects the variation of RTT
over near-symmetric links. The OWD-based RTTmin estimation requires
the sender to record the departure timestamp in each ack-eliciting
packet. Meanwhile, at the receiver, the per-packet OWD samples
SHOULD be computed upon packet arrivals and a function of computing
the minimum OWD SHOULD be newly added. The receiver then generates
an ACK frame for the sender, in which the ACK delay and departure
timestamp for the packet that achieves the minimum OWD is reported.
The ACK delay is defined as the delay incurred between when the
packet is received and when the ACK frame is sent. Based on the
information reported by the incoming ACK frames and the ACK arrival
timestamps, the sender can generate RTT samples and then compute
RTTmin accordingly.
In this document, RTTmin is used to update the ACK intensity. In
general, RTTmin can also be used by other modules. For example, some
congestion controllers depend on RTTmin to estimate the congestion
window [Neal]. RTTmin is also used by QUIC loss detection to reject
implausibly small rtt samples [RFC9002].
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4.3. Sender-Side Operation
According to Formula (4), the run-time ACK intensity in QUIC is
decided by bw and RTTmin. Generally, the RTTmin and bw are
calculated at the sender.
Before estimating the RTTmin, the RTT samples should be computed
based on the ACK frames collected during a period. Assume that a
packet is sent by the sender at time t_1 and arrives at time t_3, and
the ACK frame is sent at time t_4. The ACK delay can be computed at
the receiver. For example, the receiver computes the ACK delay
delta_t = t_4 - t_3, and syncs the ACK delay to the sender via an ACK
frame. The ACK delay can also be computed at the sender. For
example, the receiver directly syncs an ACK frame carrying t_4 and
t_3 to the sender, the sender then computes the ACK delay delta_t =
t_4 - t_3.
The sender therefore computes an RTT sample according to delta_t,
t_1, and the arrival time (t_2) of the ACK frame, i.e., RTT_sample =
t_2 − t_1 − delta_t. Measuring delta_t at the receiver assures an
explicit correction for a more accurate RTT estimate. RTT samples
SHOULD be smoothed using exponentially weighted moving average (EWMA)
as specified in [RFC6298]. The sender then computes the RTTmin
according to these RTT samples during a period.
The bw estimation can be acquired similarly to BBR [Neal]. Since
minimizing the ACK intensity induces excessive ACK delay, the value
of bw may be the average value over a long period. However, the
biases introduced in ACK intensity computation are limited.
After computing the f_quic, the sender periodically syncs it to the
receiver to update the intensity of ACK Frame by sending a new ACK-
INTENSITY frame.
The sender SHOULD generate an ACK-INTENSITY frame regularly. For
example, when the change of f_quic exceeds a threshold, the ACK-
INTENSITY frame should be sent to update the ACK intensity in time.
The interval of ACK-INTENSITY frame can also be set according to the
update window of RTTmin and bw.
4.4. Receiver-side Operation
Currently, the QUIC receiver reports ACK delays for only the largest
acknowledged packet in an ACK frame, hence an RTT sample is generated
using only the largest acknowledged packet in the received ACK frame.
For a more accurate RTTmin estimate when sending fewer ACK frames,
QUIC SHOULD adopt the OWD-based RTTmin estimation. The OWD-based
RTTmin estimation requires the QUIC receiver to filter the departure
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timestamp for the packet that achieves the minimum OWD during the
interval between two ACK frames and report the ACK delay of this
packet. Whether redefining the meaning of ACK delay or not, depends
on the negotiation between endpoints of the QUIC connection.
Upon packet arrivals, the receiver is capable of generating per-
packet OWD samples according to the difference between the packet
departure timestamp and packet arrival timestamp. The receiver then
computes the minimum OWD by comparing the per-packet OWD samples.
The OWD estimation does not require clock synchronization here
because the relative values are adopted.
Afterwards, based on the ACK delay and the departure timestamp
corresponding to the packet that achieves the minimum OWD, the sender
calculates the RTT of this packet as a minimum RTT sample.
Ultimately, the minimum RTT is computed according to these minimum
RTT samples.
The ACK Delay field SHOULD be carried in the ACK Frame. Other fields
carried in the ACK frame have the same meaning as defined in
[RFC9002].
The receiver adopts the newly updated ACK intensity once it receives
the ACK-INTENSITY frame from the sender.
4.5. Generating ACK
The newly proposed ACK mechanism SHOULD be applied when there is no
out-of-order delivery. When reordering happens, the ACK Frame SHOULD
be generated immediately.
4.6. Modification to QUIC Protocol
4.6.1. Transport Parameter: ack-intensity-support
A new field named ack-intensity-support should be added for
negotiation between both parties on whether to start the dynamic ACK
intensity function in QUIC connection. The endpoints send this
parameter during handshakes. Only when both parties agree, ACK
intensity refreshment can be adopted.
ack-intensity-support (0x XX): This parameter has two values (0 or 1)
specifying whether the sending endpoint is willing to adopt ACK
intensity refreshment. When the value is set as 1, it means that the
sending endpoint wants to start ACK intensity refreshment during
connection. When the value is set as 0, it means that the sending
endpoint does not support this function.
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4.6.2. ACK-INTENSITY Frame
An ACK-INTENSITY frame is shown in Figure 1.
0 1 2 3
0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| 0x b0(i) ...
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| Sequence Number(i) ...
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| ACK Intensity (i) ...
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
Figure 1: ACK-INTENSITY Frame
An ACK-INTENSITY frame contains the following fields:
Sequence Number: A variable-length integer indicating the sequence
number assigned to the ACK-INTENSITY frame by the sender.
ACK Intensity: A variable-length integer indicating the updated
f_quic calculated by the sender.
ACK-INTENSITY frames are ack-eliciting. However, their loss does not
require retransmission.
ACK-INTENSITY frames SHOULD be generated by the sender during a
connection to notify the receiver of the variation of ACK intensity
requirement under network dynamics. In general, a sender MAY send an
ACK-INTENSITY frame every 10 seconds (to handle route changes).
4.6.3. TIMESTAMP Frame
Instead of the invasive way of adding a new field in the QUIC public
packet header, it is RECOMMENDED that a new frame be added for
exchanging the departure timestamp of each packet.
A TIMESTAMP frame is shown in Figure 2.
0 1 2 3
0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| 0x b1(i) ...
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
| Departure Timestamp (i) ...
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+
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Figure 2: TIMESTAMP Frame
A TIMESTAMP frame contains the following fields:
Departure Timestamp: An integer indicating the departure time of a
packet.
QUIC SHOULD carry the TIMESTAMP Frame in each packet.
4.6.4. ACK Delay Redefinition
The ACK Delay field is carried in the ACK Frame. Currently, the QUIC
receiver reports ACK delays for only the largest acknowledged packet
in an ACK frame, hence an RTT sample is generated using only the
largest acknowledged packet in the received ACK frame. For a more
accurate RTTmin estimate when sending fewer ACK frames, QUIC SHOULD
adopt the OWD-based RTTmin estimation. The OWD-based RTTmin
estimation requires the QUIC receiver to filter the departure
timestamp for the packet that achieves the minimum OWD during the
interval between two ACK frames and report the ACK delay of this
packet. Whether redefining the meaning of ACK delay or not, depends
on the negotiation between endpoints of the QUIC connection.
In other words, QUIC SHOULD change the way of computing ACK Delay
according to the arrival timestamp of the packet with minimum OWD
instead of the arrival timestamp of the largest acknowledged packet.
5. Security Considerations
TBD
6. IANA Considerations
The value for the ack-intensity-support transport parameter and ACK-
INTENSITY frame should be allocated.
7. References
7.1. Normative References
[RFC1122] Braden, R., Ed., "Requirements for Internet Hosts -
Communication Layers", STD 3, RFC 1122,
DOI 10.17487/RFC1122, October 1989,
<https://www.rfc-editor.org/info/rfc1122>.
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[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>.
[RFC3449] Balakrishnan, H., Padmanabhan, V., Fairhurst, G., and M.
Sooriyabandara, "TCP Performance Implications of Network
Path Asymmetry", BCP 69, RFC 3449, DOI 10.17487/RFC3449,
December 2002, <https://www.rfc-editor.org/info/rfc3449>.
[RFC4341] Floyd, S. and E. Kohler, "Profile for Datagram Congestion
Control Protocol (DCCP) Congestion Control ID 2: TCP-like
Congestion Control", RFC 4341, DOI 10.17487/RFC4341, March
2006, <https://www.rfc-editor.org/info/rfc4341>.
[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>.
[RFC5690] Floyd, S., Arcia, A., Ros, D., and J. Iyengar, "Adding
Acknowledgement Congestion Control to TCP", RFC 5690,
DOI 10.17487/RFC5690, February 2010,
<https://www.rfc-editor.org/info/rfc5690>.
[RFC6298] Paxson, V., Allman, M., Chu, J., and M. Sargent,
"Computing TCP's Retransmission Timer", RFC 6298,
DOI 10.17487/RFC6298, June 2011,
<https://www.rfc-editor.org/info/rfc6298>.
[RFC9000] Iyengar, J., Ed. and M. Thomson, Ed., "QUIC: A UDP-Based
Multiplexed and Secure Transport", RFC 9000,
DOI 10.17487/RFC9000, May 2021,
<https://www.rfc-editor.org/info/rfc9000>.
[RFC9002] Iyengar, J., Ed. and I. Swett, Ed., "QUIC Loss Detection
and Congestion Control", RFC 9002, DOI 10.17487/RFC9002,
May 2021, <https://www.rfc-editor.org/info/rfc9002>.
7.2. Informative References
[ACK-PULL] Gomez, C., Ed. and J. Crowcroft, Ed., "TCP ACK Pull", Work
in Progress, Internet-Draft, draft-gomez-tcpm-ack-pull-01,
4 November 2019, <https://datatracker.ietf.org/doc/html/
draft-gomez-tcpm-ack-pull-01>.
[AOD] Li, T., Zheng, K., and K. Xu, "Acknowledgment On Demand
for Transport Control", IEEE Internet
Computing 25(2):109-115, 2021.
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[IYENGAR-ACK]
Iyengar, J., Ed. and I. Swett, Ed., "Sender Control of
Acknowledgment Delays in QUIC", Work in Progress,
Internet-Draft, draft-iyengar-quic-delayed-ack-02, 2
November 2020, <https://datatracker.ietf.org/doc/html/
draft-iyengar-quic-delayed-ack-02>.
[Neal] Cardwell, N., Cheng, Y., Gunn, C. S., Yeganeh, S. H., and
V. Jacobson, "BBR: Congestion-based congestion control",
ACM QUEUE 14(5):20-53, 2016.
[QUIC-SATCOM]
Kuhn, N., Ed., Fairhurst, G., Ed., Border, J., Ed., and E.
Stephan, Ed., "QUIC for SATCOM", Work in Progress,
Internet-Draft, draft-kuhn-quic-4-sat-06, 30 October 2020,
<https://datatracker.ietf.org/doc/html/draft-kuhn-quic-4-
sat-06>.
[QUIC-SCALING]
Fairhurst, G., Ed., Custura, A., Ed., and T. Jones, Ed.,
"Changing the Default QUIC ACK Policy", Work in Progress,
Internet-Draft, draft-fairhurst-quic-ack-scaling-03, 14
September 2020, <https://datatracker.ietf.org/doc/html/
draft-fairhurst-quic-ack-scaling-03>.
[Sara] Landstrom, S. and L. Larzon, "Reducing the tcp
acknowledgment frequency", ACM SIGCOMM CCR 37(3):5-16,
2007.
[Tong] Li, T., Zheng, K., Xu, K., Jadhav, R. A., Xiong, T.,
Winstein, K., and K. Tan, "TACK: Improving Wireless
Transport Performance by Taming Acknowledgments", ACM
SIGCOMM 2020:15-30, 2020.
Authors' Addresses
Tong Li
Renmin University of China
Room 421, Information Building, Renmin University of China
Haidian District
Beijing
China
Email: tong.li@ruc.edu.cn
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Kai Zheng
Huawei
Information Road, Haidian District
Beijing
China
Email: kai.zheng@huawei.com
Rahul Arvind Jadhav
Huawei
D2-03,Huawei Industrial Base
Longgang District
Shenzhen
China
Email: nyrahul@gmail.com
Jiao Kang
Huawei
D2-03,Huawei Industrial Base
Longgang District
Shenzhen
China
Email: kangjiao@huawei.com
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