Crowding Game and Deep Q-Networks for Dynamic RAN Slicing in 5G Networks

Author:

Saad Joe1,Khawam Kinda2,Yassin Mohamad3,Costanzo Salvatore3,Boulos Karen3

Affiliation:

1. University of Versailles & Orange Labs, Versailles, France

2. University of Versailles, Versailles, France

3. Orange Labs, Châtillon, France

Publisher

ACM

Reference28 articles.

1. 2018. 5G;5G System; Network Slice Selection Services; Stage 3 (Release 15). Technical Report 29.531. 3GPP. 2018. 5G;5G System; Network Slice Selection Services; Stage 3 (Release 15). Technical Report 29.531. 3GPP.

2. Dynamic Slicing of RAN Resources for Heterogeneous Coexisting 5G Services

3. Thomas Bonald and James W Roberts . 2003. Congestion at flow level and the impact of user behaviour. Computer networks 42, 4 ( 2003 ), 521--536. Thomas Bonald and James W Roberts. 2003. Congestion at flow level and the impact of user behaviour. Computer networks 42, 4 (2003), 521--536.

4. Leonardo Bonati , Salvatore D'Oro , Michele Polese , Stefano Basagni , and Tommaso Melodia . 2020. Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks. arXiv preprint arXiv:2012.01263 ( 2020 ). Leonardo Bonati, Salvatore D'Oro, Michele Polese, Stefano Basagni, and Tommaso Melodia. 2020. Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks. arXiv preprint arXiv:2012.01263 (2020).

5. A Crowding Game for Dynamic RAN Slicing Algorithm in 5G Networks

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1. Slice admission control in 5G cloud radio access network using deep reinforcement learning: A survey;International Journal of Communication Systems;2024-06-03

2. Safe and Accelerated Deep Reinforcement Learning-Based O-RAN Slicing: A Hybrid Transfer Learning Approach;IEEE Journal on Selected Areas in Communications;2024-02

3. A three-level slicing algorithm in a multi-slice multi-numerology context;Computer Communications;2023-12

4. IoDAPM: A Reinforcement Learning Approach for Dynamic Assignment of Protection Mechanisms in IoD;Proceedings of the Int'l ACM Conference on Modeling Analysis and Simulation of Wireless and Mobile Systems;2023-10-30

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