Page 138 - ITU Journal, Future and evolving technologies - Volume 1 (2020), Issue 1, Inaugural issue
P. 138
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.
118 © International Telecommunication Union, 2020