Page 136 - Kaleidoscope Academic Conference Proceedings 2024
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2024 ITU Kaleidoscope Academic Conference




           UPFs, NTN, and DN are displayed on the control operation   resources  to  maintain  the  required  end-to-end  QoS  levels
           visualization  monitor,  whereas  the  HD  video  and   dynamically, even amidst fluctuating network conditions.
           throughput graphs are shown on each UE (similar to those   In  future  work,  we  will  enhance  INCA  functions  to
           shown in Fig. 6).                                  incorporate various machine learning and AI algorithms for
           We  induce  network  congestion  by  injecting  background   predicting  network  and  computing  resource  demands,
           noise traffic using iperf, a widely used network testing tool.   allowing  proactive  adjustments  before  the  QoS  degrades.
           This  traffic  is  injected  into  5GC  (central)  UPF,  routed   Additionally, we will develop tools and user interfaces to
           through the NTN path, and terminated in the 5GC (edge)   simplify the process of the system operation.
           UPF. We do not induce congestion in the RAN because its             REFERENCES
           resources are not controlled by INCA. Therefore, the noise
           traffic is added only to the 5GC UPFs and NTN segments,   [1] V.P. Kafle, Y. Fukushima, P. Martinez-Julia, and T. Miyazawa,
           which are monitored and controlled.                   “Consideration  on  automation  of  5G  network  slicing  with
           After  creating  congestion,  the  resource  utilization   machine learning,” ITU Kaleidoscope Academic Conference:
           monitoring  graphs  show  a  surge  in  NTN  path  bandwidth   Machine Learning for a 5G Future, Santa Fe, Argentina, Nov.
                                                                 2018.
           utilization  reaching  nearly  100%  (as  shown  in  Fig.  7(a)),   [2] K.  Liolis  et  al.,  “Use  cases  and  scenarios  of  5G  integrated
           with a slight increase in 5GC (central) UPF bandwidth and   satellite‐terrestrial networks for enhanced mobile broadband:
           CPU  utilizations  (as  shown  in  Fig.  7(b)).  Insufficient   The  SaT5G  approach,”  International  Journal  of  Satellite
           bandwidth in the NTN segment causes the HD video stream   Communications  and  Networking,  Vol.  21,  Issue  4,  Nov.
           to  downgrade  to  LD video due  to  dynamic  adjustment of   2017, pp. 1 - 22.
           data rates by MPEG-DASH.                           [3] V.P.  Kafle,  M.  Sekiguchi,  H.  Asaeda,  and  H.  Harai,
           By  analyzing  the  network  status  monitoring  data  using   “Integrated  network  control  architecture  for  terrestrial  and
           machine learning modules such as linear regression, INCA   non-terrestrial network convergence in beyond 5G systems,”
           can forecast resource demands. Accordingly, it determines   ITU  Kaleidoscope Academic Conference:  Extended reality–
                                                                 How  to  boost  quality  of  experience  and  interoperability,
           a  new bandwidth  allocation value  and  sends  this  value  to   Accra, Ghana, Dec. 2022.
           the NTN controller. The NTN controller provides this value   [4] V.P.  Kafle,  M.  Sekiguchi,  H.  Asaeda,  and  H.  Harai,
           to the NTN simulator for NTN path re-computation.     “Integrated  network  control  architecture  for  terrestrial  and
           The  NTN  emulator  adjusts  the  path  capacity  based  on   non-terrestrial  network  convergence,”  IEEE  Commun.
           received bandwidth and latency values from the simulator.   Standards Mag., Vol. 8, No. 1, pp. 12-19, Mar. 2024.
           Once sufficient NTN bandwidth is available, video quality   [5] Recommendation  ITU-T  Y.3200  (2022),  Fixed,  mobile  and
                                                                 satellite convergence – Requirements for IMT-2020 networks
           reverts  to  HD  automatically.  Subsequently,  background   and beyond.
           traffic is stopped to simulate a congestion-free environment.   [6] Recommendation  ITU-T  Y.3207  (2024),  Fixed,  mobile  and
           With the removal of background traffic, INCA detects low   satellite  convergence  –  Integrated  network  control
           bandwidth  utilization  (e.g.,  less  than  40%)  from  the   architecture framework for IMT-2020 networks and beyond.
           monitoring data analysis. It then sends a lower bandwidth   [7] 3GPP TR 23.737 (V17.2.0), Study on architecture aspects for
           allocation value to the NTN controller to release the unused   using satellite access in 5G, Mar. 2021.
           portion of bandwidth. After releasing the surplus bandwidth,   [8] 3GPP  TR  28.808  (V17.0.0),  Study  on  management  and
           the  NTN  bandwidth  utilization  slightly  increases  to  about   orchestration aspects of integrated satellite  components in a
           60%,  without  negatively  impacting  the  HD  video   5G network, Mar. 2021.
           application service.                               [9] 3GPP TS 23.261 (V17.11.0), Service requirements for the 5G
                                                                 system, Oct. 2022.
           Through  the  above  two  demonstrations,  we  effectively   [10] 3GPP  TR  24.821  (V17.0.0),  Study  on  PLMN  selection  for
           validated  the  capabilities  of  INCA  to  create  a  network   satellite access, Sep. 2021.
           service  with  specified  QoS  parameters,  as  well  as  to   [11] X. Lin, S. Rommer, S. Euler, E.A. Yavuz, and R.S. Karlsson,
           consistently  monitor  and  control  resources,  ensuring  QoS   “5G  from  space:  An  overview  of  3GPP  non-terrestrial
           maintenance  even  during  fluctuations  in  network  traffic.   networks,” IEEE Commun. Standards Mag., Vol. 5, No. 4, pp.
                                                                 147-153, Dec. 2021.
           Additionally,  INCA  supports  optimal  resource  utilization   [12] 3GPP TS 23.501 (V18.5.0), System architecture for the 5G
           by  dynamically  adding  resources  when  necessary  and   system (5GS), Mar. 2024.
           releasing them when they are redundant.

               6. CONCLUSION AND FUTURE WORK

           This  paper  presented  the  implementation  of  functional
           components and interfaces of the integrated network control
           architecture  specified  in  ITU-T  Recommendation  Y.3207.
           It also described the individual network controllers for the
           data  network,  5G  core  network,  and  NTN  segments.
           Through  experimentation,  we  demonstrated  INCA’s
           capabilities to create network services on both TN and NTN
           segments  with  required  QoS  levels.  Additionally,  we
           showed  INCA’s  capability  to  monitor  computing  and
           bandwidth  resource  utilization  continuously  and  adjust





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