Page 138 - ITU Journal, Future and evolving technologies - Volume 1 (2020), Issue 1, Inaugural issue
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ITU Journal on Future and Evolving Technologies, Volume 1 (2020), Issue 1




               Network  Slicing  Using  Deep  Reinforcement    [43] 3GPP  TS  28.531  V16.6.0,  “Management  and
               Learning”, IEEE Access, Vol. 8, April, 2020, pp.      orchestration;  Provisioning;  (Release  16)”,
               68183-68198.                                          July, 2020.
          [33] I. Vilà, J. Pérez-Romero, O. Sallent, A. Umbert,  [44] SP-200190,  “New  WID  Enhancement  on
               “A  Novel  Approach  for  Dynamic  Capacity           Management  Aspects  of  5G  Service-Level
               Sharing  in  Multi-tenant  Scenarios”,  IEEE          Agreement”,  3GPP  TSG-SA  Meeting  #87e,
               International Symposium on Personal, Indoor           March, 2020.
               and  Mobile  Radio  Communications  (PIMRC),    [45] SP-200196,  “New  WID  on  Enhanced  Closed
               September, 2020.
                                                                     loop  SLS  Assurance”,  3GPP  TSG-SA  Meeting
          [34] M. Yan, G. Feng, J. Zhou, Y. Sun and Y. Liang,        #87e, March, 2020.
               "Intelligent Resource Scheduling for 5G Radio   [46] GSMA  NG.116  -  Generic  Network  Slice
               Access Network Slicing”, IEEE Transactions on         Template Version 2.0 (2019-10-16).
               Vehicular Technology, Vol. 68, No. 8, August,
               2019, pp. 7691-7703.                            [47] 3GPP     TS    22.261    v17.3.0,   “Service
                                                                     Requirements  for  the  5G  System;  Stage  1
          [35] D. Bega, M. Gramaglia, M. Fiore, A. Banchs, X.        (Release 17)”, July, 2020.
               Costa-Perez, “DeepCog: Optimizing Resource
               Provisioning  in  Network  Slicing  with  AI-   [48] 3GPP     TS    22.104    v17.3.0,   “Service
               based Capacity Forecasting”, IEEE Journal on          requirements  for  cyber-physical  control
               Selected  Areas  in  Communications,  Vol.  38,       applications  in  vertical  domains;  Stage  1
               No.2, February, 2020, pp. 361-376.                    (Release 17)”, July, 2020.
          [36] R.  Giu,  J.  zhang,  “GANSlicing:  A  GAN-Based  [49] 3GPP  TS  28.552  v16.6.0,  “Management  and
               Software  Defined  Mobile  Network  Slicing           Orchestration;       5G       performance
               Scheme  for  IoT  Applications”,  International       measurements (Release 16)”, July, 2020.
               Conference on Communications (ICC), 2019.       [50] 3GPP  TS  28.554  v16.5.0,  “Management  and
          [37] S. Khatibi, A. Jano, “Elastic Slice-Aware Radio       Orchestration;   5G   end   to   end   Key
               Resource    Management     with   AI-Traffic          Performance Indicators (KPI) (Release 16)”,
               Prediction”,   European    Conference   on            July, 2020.
               Networks  and  Communications  (EuCNC),         [51] S. Guadarrama, et. al. “TF-Agents: A library for
               2019.
                                                                     Reinforcement  learning  in  TensorFlow.”,
          [38] O-RAN  Alliance,  “Operator  Defined  Next            2018.             Available             at:
               Generation RAN Architecture and Interfaces”,          https://github.com/tensorflow/agents
               https://www.o-ran.org, Accessed December,
               2020.
          [39] O-RAN  Alliance,  “O-RAN  Use  Cases  and
               Deployment  Scenarios:  Towards  Open  and
               Smart RAN”, white paper, February, 2020.

          [40] O-RAN Alliance, “O-RAN A1 interface: General
               Aspects and Principles Version 1.0”,  October,
               2019.
          [41] 3GPP  TS  28.530  v16.0.0,  “Management  and
               Orchestration;  Concepts,  use  cases  and
               requirements  (Release  16)”,  September,
               2019.

          [42] 3GPP  TS  28.541  V16.5.0,  “Management  and
               orchestration;  5G  Network  Resource  Model
               (NRM);  Stage  2  and  stage  3  (Release  16)”,
               June, 2020.









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