Skip to main content

The SDN-based MPTCP-aware and MPQUIC-aware Transmission Control Model using ALTO
draft-xing-alto-sdn-controller-aware-mptcp-mpquic-05

The information below is for an old version of the document.
Document Type
This is an older version of an Internet-Draft whose latest revision state is "Replaced".
Authors Ziyang Xing , Xiaoqiang Di , Hui Qi
Last updated 2022-05-11
Replaces draft-xing-nmrg-sdn-controller-aware-mptcp-mpquic
RFC stream (None)
Formats
Stream Stream state (No stream defined)
Consensus boilerplate Unknown
RFC Editor Note (None)
IESG IESG state I-D Exists
Telechat date (None)
Responsible AD (None)
Send notices to (None)
draft-xing-alto-sdn-controller-aware-mptcp-mpquic-05
alto                                                             Z. Xing
Internet-Draft                                                     X. Di
Intended status: Informational                                     H. Qi
Expires: 13 November 2022 Changchun University of Science and Technology
                                                             12 May 2022

 The SDN-based MPTCP-aware and MPQUIC-aware Transmission Control Model
                               using ALTO
          draft-xing-alto-sdn-controller-aware-mptcp-mpquic-05

Abstract

   This document aims to study and implement MultiPath Transmission
   Control Protocol (MPTCP) and MultiPath Quick UDP Internet Connection
   (MPQUIC) using application layer traffic optimization (ALTO) in
   software defined network (SDN).  In a software-defined network, ALTO
   server collects network cost indicators (including link delay, number
   of paths, availability, network traffic, bandwidth and packet loss
   rate etc.), and the controller extracts MPTCP or MPQUIC packet header
   to allocate MPTCP or MPQUIC packet to suitable transmission path
   according to the network cost indicators by ALTO, which can reduce
   the probability of transmission path congestion and improving path
   utilization.

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
   Task Force (IETF).  Note that other groups may also distribute
   working documents as Internet-Drafts.  The list of current Internet-
   Drafts is at https://datatracker.ietf.org/drafts/current/.

   Internet-Drafts are draft documents valid for a maximum of six months
   and may be updated, replaced, or obsoleted by other documents at any
   time.  It is inappropriate to use Internet-Drafts as reference
   material or to cite them other than as "work in progress."

   This Internet-Draft will expire on 13 November 2022.

Copyright Notice

   Copyright (c) 2022 IETF Trust and the persons identified as the
   document authors.  All rights reserved.

Xing, et al.            Expires 13 November 2022                [Page 1]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   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 Revised BSD License text as
   described in Section 4.e of the Trust Legal Provisions and are
   provided without warranty as described in the Revised BSD License.

Table of Contents

   1.  Introduction  . . . . . . . . . . . . . . . . . . . . . . . .   2
   2.  Terminology . . . . . . . . . . . . . . . . . . . . . . . . .   3
   3.  Default transmission control mode of MPTCP or MPQUIC in
           SDN . . . . . . . . . . . . . . . . . . . . . . . . . . .   3
   4.  Delivering functions by ALTO  . . . . . . . . . . . . . . . .   4
   5.  Architectural Framework . . . . . . . . . . . . . . . . . . .   4
   6.  Implementation and Deployment . . . . . . . . . . . . . . . .   6
   7.  Security Considerations . . . . . . . . . . . . . . . . . . .  10
   8.  IANA Considerations . . . . . . . . . . . . . . . . . . . . .  10
   9.  Discussion  . . . . . . . . . . . . . . . . . . . . . . . . .  10
   10. Acknowledgments . . . . . . . . . . . . . . . . . . . . . . .  10
   11. References  . . . . . . . . . . . . . . . . . . . . . . . . .  10
     11.1.  Normative References . . . . . . . . . . . . . . . . . .  10
     11.2.  Informative References . . . . . . . . . . . . . . . . .  11
   Authors' Addresses  . . . . . . . . . . . . . . . . . . . . . . .  12

1.  Introduction

   The traditional TCP protocol only uses one path between the server
   and the client to transmit data.  In order to realize the
   simultaneous transmission of data between multiple paths between the
   server and the client, the International Internet Engineering Task
   Force proposed and standardized MPTCP [RFC6897] . MPTCP realizes
   multiple paths between hosts to transmit data at the same time, but
   it is necessary to modify the operating system kernel to change the
   protocol stack of both parties in order to increase the MPTCP
   protocol.  Therefore, MPTCP has disadvantages such as difficulty in
   deployment.  In order to solve the drawbacks in the transmission
   network and adapt to the faster development of the Internet, Google
   proposed the HTTP/3 protocol which is Quick UDP Internet Connection
   (QUIC) [RFC9000].  QUIC has many new features, such as: 0-RTT,
   forward error correction, connection migration, flexible congestion
   control, multiplexing without head-of-line blocking, easy deployment,
   and more.  MPQUIC [MPQUIC] is a multi-path transmission protocol
   designed on the basis of QUIC.  SDN [RFC7426] is a new network
   innovation architecture implemented by virtualization.  By separating
   control and forwarding, it breaks the closedness of traditional

Xing, et al.            Expires 13 November 2022                [Page 2]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   network equipment, and uses programming to make network management
   more concise and efficient. flexible.  ALTO [RFC7285] can obtain and
   provide global network information to the controller, such as network
   traffic, link delay, etc.  The main multipath transmission protocols
   MPTCP and MPQUIC have their own characteristics [MultipathTester].
   The application of multipath transmission in SDN can greatly improve
   the transmission throughput.

   Realize the coupling control of MPTCP and mpquic subflows in the
   software defined network, obtain the network state information and
   allocate the optimal path according to Alto, so as to improve the
   bandwidth utilization and resource allocation fairness, effectively
   alleviate the network congestion and realize the load balance between
   paths.

   At present, some scholars have studied the model of deploying MPTCP
   or MPQUIC in software-defined network, [QUICSDN] \ [SDN_for_MPTCP] \
   [SDN_MPTCP], but their SDN controller cannot manage the headers of
   MPTCP and MPQUIC data packets at the same time, and cannot achieve
   unified management of MPTCP and MPQUIC links.The ALTO protocol can
   easily obtain various network states (including multiple SDNs,
   dynamic networks) from SDN without the internal details of the
   network provider, and deliver controller decisions [SDN_ALTO_proof] \
   [SDN_ALTO], which is already a mature solution.

   The purpose of this document is to:

   Describe the model that the controller can extract MPTCP or MPQUIC
   data packets in the software-defined network.

   According to the global information obtained by the AlTO, the
   controller allocates MPTCP or MPQUIC data packets with efficient
   transmission path.

2.  Terminology

   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].

3.  Default transmission control mode of MPTCP or MPQUIC in SDN

   In a software-defined network, the default controller cannot extract
   MPTCP or MPQUIC data packets.  If MPTCP or MPQUIC are deployed and
   there are multiple transmission paths, the controller only selects
   one of the paths to transmit data, and the other paths are idle
   (there is only one path to transmit data).  The utilization rate is
   low, and it is impossible to transmit data on multiple paths at the

Xing, et al.            Expires 13 November 2022                [Page 3]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   same time, resulting in low transmission efficiency.

4.  Delivering functions by ALTO

   Alto server is used to obtain network status information, and the
   controller in SDN is the client of Alto.  Alto server will collect
   network cost indicators (including link delay, number of paths,
   availability, network traffic, bandwidth and packet loss rate).

5.  Architectural Framework

   The architectural framework of multi-path transmission model based on
   SDN controller MPTCP and MPQUIC using ALTO is shown in Figure 1.

Xing, et al.            Expires 13 November 2022                [Page 4]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   +--------------Network Status Acquisition----------------+
   |                     ALTO Server                        |
   |       (Network topology, traffic distribution,         |
   |               link delay/bandwidth)                    |
   +---------------^----------------------------------------+
                   |
                   +------ALTO Protocol----+
                                           |
   +-----------Control Plane-(ALTO Client)-v----------------+
   |    +-------------------------------------------+       |
   |    |     Extract MPTCP / MPQUIC header module  |       |
   |    |          (Extract packet header)          |       |
   |    +---------------------+---------------------+       |
   |                          |                             |
   |                     token or CID                       |
   |                          |                             |
   |    +---------------------v---------------------+       |
   |    |            Path selection module          |       |
   | +-->    (Select the appropriate path from      <--+    |
   | |  |    the candidate path - assigned path)    |  |    |
   | |  +---------------------+---------------------+  |    |
   | |                        |                   Allocated |
   | |            +-----Allocate path------+         path   |
   | |            |                        |           |    |
   | |  +---------v----------+ +-----------v--------+  |    |
   | |  |     Flow rules     | |  Link management   |  |    |
   | |  | generation module  | |      module        |  |    |
   | |  |   (All switch      | |(Manage the mapping +--+    |
   | |  |  assignment flow   | |table flows and save|       |
   | |  |  tables for the    | |   the connection   |       |
   | |  |  selected path)    | |    information)    |       |
   | |  +---------+----------| +--------------------+       |
   +-|------------|-----------------------------------------+
    Network       |
    status        +----Flow rules-----+
     |                                |
     |  +---------------Data Plane----v-------------+
     |  | +------------------+ +------------------+ |
     |  | |    SDN switch    | |    SDN switch    | |
     +--+ | (Forwarding flow | | (Forwarding flow | |
        | | rules and obtain | | rules and obtain | |
        | |  network status) | |  network status) | |
        | +------------------+ +------------------+ |
        +-------------------------------------------+

   Figure 1 Schematic diagram of SDN-based MPTCP-aware and MPQUIC-aware
   transmission control model using ALTO

Xing, et al.            Expires 13 November 2022                [Page 5]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   The SDN-based MPTCP and MPQUIC transmission control using ALTO model
   consists of three parts.

   *  The first part is the network status acquisition module, which
      acquires basic network status information from ALTO.

   *  The second part is the control plane, that is the SDN controller,
      also the client of ALTO, which includes extracting MPTCP / MPQUIC
      header module, path selection module, flow rules generation module
      and link management module.  The main function is to extract the
      header identifier token or CID of MPTCP and MPQUIC according to
      the data packet (For details, see Section 4), obtain the global
      information of the whole network according to AlTO and allocate
      suitable paths and put flow rules to switches according to the
      global information of the entire network, and manage the links of
      the entire network at the same time.

   *  The third part is the data plane which is some OpenFlow switches.
      It executes the flow rules issued by the controller and realizes
      the forwarding of data packets.

6.  Implementation and Deployment

        +---------------------+        +----------------------------+
        | Create a flow table |        |The packet p arrives at s1, |
        +----------+----------+        | and s1 performs flow rules <--+
                   |                   |   item matching on p       |  |
                   |                   +--------------+-------------+  |
        +----------v----------+                       |                |
        |Obtain Network Status|                       |                |
        |Extract packet header|<-----+                |                |
        +----------+----------+      |                v                |
                   |                 |                /\               |
       +-----------+------------+    |               /  \              |
       |           |            |    +---NO-----Match successful?      |
       v           v            v                    \  /              |
      /\          /\           /\                     \/               |
     /  \        /  \         /  \                    YES              |
  MP_CAPABLE     CID         MP_JOIN                   |               |
     \  /        \  /         \  /                     |               |
      \/          \/           \/         +------------v-------------+ |
      |            |            |         |Forward paket according to|-+
      |            |            v         |the flow rules instruction|
      |            |     +------+------+  +------------^-------------+
      |            |     |Extract token|               |
      |            |     +------+------+               |
      |            |            |                      |
      |            |            |                      |

Xing, et al.            Expires 13 November 2022                [Page 6]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

      |     +------v----+ +-----v-------+              |
      |     | key=Q+CID | | key=T+token |              |
      |     +-----+-----+ +------+------+              |
      |           |              |                     |
      |           +------+-------+                     |
      |                  |                             |
      |                  v                             |
      |                 /\                             |
      |                /  \                            |
      |             Is there a key                     |
      |        +--in the flow table?--+                |
      |        |       \  /           |                |
      |       NO        \/           YES               |
      |        |                      |                |
      | +------v----------+   +-------v------+         |
      | |Extract source IP|   |              |         |
      | |destination IP   |   | Path of all  |         |
      | |source port      |   | subflows in  |         |
      | |destination port |   | value,RL     |         |
      | |and subflow      |   |              |         |
      | |identifier       |   |              |         |
      | +-------+---------+   +-------+------+         |
      |         |                     |                |
      |         |                     |                |
      | +-------v---------+   +-------v-------+        |
      | |Add the subflow  |   |Extract the    |        |
      | |meta information |   |subflow meta   |        |
      | |to value and then|   |information    |        |
      | |save <key:value> |   |and add it to  |        |
      | |to the flow rules|   |value          |        |
      | +-------+---------+   +-------+-------+        |
      +-------->|                     |                |
                |                     |                |
        +-------v---------+   +-------v------+         |
        |                 |   |Allocate a new|         |
        |Allocate the     |   |path to p, and|         |
        |first path to p  |   |route does not|         |
        |route            |   |belong to RL  |         |
        +-------+---------+   +-------+------+         |
                |                     |                |
                +----------+----------+                |
                           |                           |
                           |                           |
     +---------------------v----------------------+    |
     |Put forward and reverse flow rules to switch|----+
     +--------------------------------------------+
  Figure 2 The flow chart of the SDN-based MPTCP-aware and MPQUIC-aware
   multi-path transmission control model using ALTO

Xing, et al.            Expires 13 November 2022                [Page 7]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   The flow chart of the SDN-based MPTCP-aware and MPQUIC-aware multi-
   path transmission control model using ALTO is shown in Figure 2.  The
   transmission control model is realized by the following steps:

   *  Step 1.ALTO server collects network cost indicators (including
      link delay, number of paths, availability, network traffic,
      bandwidth and packet loss rate), which are recorded as: G (V, e),
      network topology g, V is the vertex and E is the edge.

   *  Step 2.  The SDN controller creates a mapping table flows for
      storing MPTCP or MPQUIC connection information, and each entry
      structure of the mapping table flows is <key:value>; wherein key
      is the unique identifier of MPTCP or MPQUIC connection, When the
      packet comes from MPTCP, key=T+token; and when the packet comes
      from MPQUIC, key=Q+CID (The letters T and Q are used to
      distinguish MPTCP and MPQUIC). value is a set of sub-stream meta-
      information, each item in the set is a sub-stream meta-
      information; each sub-stream meta-information consists of source
      IP, destination IP, source port, destination port, MPTCP (or
      MPQUIC) sub-stream identifier and the path route composition.

   *  Step 3.  When the data packet p of a certain MPTCP or MPQUIC
      subflow reaches the first switch s1, the first switch s1 extracts
      the header field of the data packet p, extracts the source IP,
      source port, destination IP and the destination port matches the
      source IP, source port, destination IP and destination port of the
      flow table in the first switch s1 respectively, and judges whether
      the matching is successful.  If so, go to step 13; if not, then
      the first switch s1 encapsulates the data packet p and forwards it
      to the SDN controller, and at the same time adds the data packet p
      to the waiting queue.

   *  Step 4.  After receiving the data packet p, the SDN controller
      extracts the header field of the data packet p, extracts the
      connection identifier of the data packet, and generates a key
      value, where when the data packet comes from MPTCP, key=T+token;
      When the packet comes from MPQUIC, key=Q+CID.  Then query whether
      there is a key in the mapping table flows, if so, go to step 8, if
      not, go to step 5.

   *  Step 5.  Extract the source IP, destination IP, source port, and
      destination port of the data packet p and generate a key value,
      where when the data packet comes from MPTCP, key=T+token; and when
      the data packet comes from MPQUIC, key=Q+CID .

   *  Step 6.  ALTO to get basic network information.  The controller
      calculates the threshold T according to the global network state
      information (network topology, number of switches, etc.).  Using

Xing, et al.            Expires 13 November 2022                [Page 8]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

      the depth-first traversal algorithm, find the available path set
      R={r_1,...,r_i,...,r_m } from all source nodes whose length does
      not exceed a certain threshold T to the destination node, r_i is
      the i available path, in the available path set Select a shortest
      path r_i in R as the path route of the sub-flow, where
      r_i=<s_(i,1),...,s_(i,j),...>, s_(i,j) represents the i available
      path The switch numbered j, where i belong to [1,m],j belong to
      [1,T].

   *  Step 7.  Use the MPTCP and MPQUIC connection identifiers as the
      unique identifier key of the MPTCP and MPQUIC connections, where
      the key is the unique identifier of the MPTCP and MPQUIC
      connections.  When the data packet comes from MPTCP, key=T+token;
      and the data packet comes from In MPQUIC, key=Q+CID.  The source
      IP, source port, destination IP, destination port, MPTCP, MPQUIC
      sub-flow identifier and path route of the data packet p are added
      to the set value of sub-flow meta information as sub-flow meta-
      information, and then the <key:value> The form is saved to the
      mapping table flows, and go to step 11.

   *  Step 8.  The SDN controller updates the flows table according to
      the global information of the network, and takes out the value
      from the connection identifier, and then composes all paths in the
      value into a set RL={r_1,r_2,...}.

   *  Step 9.  The SDN controller searches for a suitable disjoint path
      for the data packet p according to the method in Step 5, and sets
      the found path as route=r_i, where r_i not belong to RL.

   *  Step 10.  Extract the source IP, destination IP, source port,
      destination port, and MPTCP, MPQUIC sub-flow identifiers of the
      data packet p, and convert the source IP, source port, destination
      IP, destination port, MPTCP (or MPQUIC) sub-flow identifiers and
      the path route is added to the value as sub-flow meta information.

   *  Step 11.  The SDN controller uses the source IP, source port,
      destination IP and destination port to issue the flow table to all
      switches in the route route, and set the route
      route=r_i=<s_(i,1),...,s_(i,j-1),s_(i.j),s_(i,j+1),...>, for the
      switch s_(i,j), the flow entry sent is the source IP, source port
      to the destination, the data packets of IP and destination port
      are forwarded to s_(i,j+1).

Xing, et al.            Expires 13 November 2022                [Page 9]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   *  Step 12.  The controller sends the reverse flow table to all
      switches on the route route and sets the route
      route=r_i=<s_(i,1),...,s_(i,j-1),s_(i,j),s_(i,j+1),...>, for the
      switch s_(i,j) ,the flow table entry sent is to forward the data
      packets from the destination IP, destination port to source IP,
      and source port to s_(i,j-1).

   *  Step 13.  The switch already contains a flow entry for processing
      the data packet p, and forwards the data packet according to the
      rules defined by the flow entry, and completes the processing of
      the data packet p.  Step 3 is executed when the forwarding fails
      or the processing of other subsequent data packets returns.

7.  Security Considerations

   The transmission control model uses the default security mechanism of
   SDN\ALTO\MPTCP\QUIC in the network, and does not modify the default
   security mechanisms such as encryption and authentication models
   [RFC7426], [RFC7285], [RFC6824] and [RFC9000].

8.  IANA Considerations

   TBD.

9.  Discussion

   The SDN transmission control model proposed in this document can
   simultaneously identify MPTCP and MPQUIC data packets and allocate
   optimal paths according to the network status obtained by ALTO, which
   expands the application scope of MPTCP and MPQUIC.  In order to
   verify its comprehensive transmission performance, a fat-tree data
   center network is designed.  The transmission control method proposed
   in this document improves the throughput by about 3 times compared to
   the default transmission control method.  This model also supports
   data transmission in multiple software-defined networks, and can also
   be applied to satellite networks, marine networks, etc. to transmit
   data.

10.  Acknowledgments

   The authors thank all reviewers for their comments.

11.  References

11.1.  Normative References

Xing, et al.            Expires 13 November 2022               [Page 10]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   [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>.

   [RFC6824]  Ford, A., Raiciu, C., Handley, M., and O. Bonaventure,
              "TCP Extensions for Multipath Operation with Multiple
              Addresses", RFC 6824, DOI 10.17487/RFC6824, January 2013,
              <https://www.rfc-editor.org/info/rfc6824>.

   [RFC6897]  Scharf, M. and A. Ford, "Multipath TCP (MPTCP) Application
              Interface Considerations", RFC 6897, DOI 10.17487/RFC6897,
              March 2013, <https://www.rfc-editor.org/info/rfc6897>.

   [RFC7285]  Alimi, R., Ed., Penno, R., Ed., Yang, Y., Ed., Kiesel, S.,
              Previdi, S., Roome, W., Shalunov, S., and R. Woundy,
              "Application-Layer Traffic Optimization (ALTO) Protocol",
              RFC 7285, DOI 10.17487/RFC7285, September 2014,
              <https://www.rfc-editor.org/info/rfc7285>.

   [RFC7426]  Haleplidis, E., Ed., Pentikousis, K., Ed., Denazis, S.,
              Hadi Salim, J., Meyer, D., and O. Koufopavlou, "Software-
              Defined Networking (SDN): Layers and Architecture
              Terminology", RFC 7426, DOI 10.17487/RFC7426, January
              2015, <https://www.rfc-editor.org/info/rfc7426>.

   [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>.

11.2.  Informative References

   [MPQUIC]   "Multipath Extension for QUIC",
              <https://www.ietf.org/archive/id/draft-lmbdhk-quic-
              multipath-00.html>.

   [MultipathTester]
              "Coninck Q D , Bonaventure O . MultipathTester: Comparing
              MPTCP and MPQUIC in Mobile Environments[C]// 2019 Network
              Traffic Measurement and Analysis Conference (TMA). 2019.",
              <https://10.23919/TMA.2019.8784653>.

   [QUICSDN]  "Kumar P , Chen J , Dezfouli B . QuicSDN: Transitioning
              from TCP to QUIC for Southbound Communication in SDNs[J].
              2021.",
              <https://ui.adsabs.harvard.edu/abs/2021arXiv210708336K>.

Xing, et al.            Expires 13 November 2022               [Page 11]
Internet-Draft   SDN MPTCP-aware MPQUIC-aware using ALTO        May 2022

   [SDN_ALTO] "V. K. Gurbani, M. Scharf, T. V. Lakshman, V. Hilt and E.
              Marocco, "Abstracting network state in Software Defined
              Networks (SDN) for rendezvous services," 2012 IEEE
              International Conference on Communications (ICC), 2012,
              pp. 6627-6632.",
              <https://doi.org/10.1109/ICC.2012.6364858>.

   [SDN_ALTO_proof]
              "Faigl, Z. , Z. Szabo , and R. Schulcz . "Application-
              layer traffic optimization in software-defined mobile
              networks: A proof-of-concept implementation."
              IEEE(2014):1-6.",
              <https://doi.org/10.1109/NETWKS.2014.6959200>.

   [SDN_for_MPTCP]
              "Hussein A , Elhajj I H , Chehab A , et al. SDN for MPTCP:
              An enhanced architecture for large data transfers in
              datacenters[C]// IEEE International Conference on
              Communications. IEEE, 2017.",
              <https://doi.org/10.1109/ICC.2017.7996653>.

   [SDN_MPTCP]
              "7. K. Gao, C. Xu, J. Qin, S. Yang, L. Zhong and G.
              Muntean, "QoS-driven Path Selection for MPTCP: A Scalable
              SDN-assisted Approach," 2019 IEEE Wireless Communications
              and Networking Conference (WCNC), 2019, pp. 1-6,",
              <https://doi.org/10.1109/WCNC.2019.8885585>.

Authors' Addresses

   Ziyang Xing
   Changchun University of Science and Technology
   Changchun
   Email: more60@163.com

   Xiaoqiang Di
   Changchun University of Science and Technology
   Changchun
   Email: dixiaoqiang@cust.edu.cn

   Hui Qi
   Changchun University of Science and Technology
   Changchun
   Email: qihui@cust.edu.cn

Xing, et al.            Expires 13 November 2022               [Page 12]