Zero-touch continuous network slicing control via scalable actor-critic learning

F Rezazadeh, H Chergui, C Verikoukis - arXiv preprint arXiv:2101.06654, 2021 - arxiv.org
Artificial intelligence (AI)-driven zero-touch network slicing is envisaged as a promising
cutting-edge technology to harness the full potential of heterogeneous 5G and beyond 5G …

An adaptive network slicing for LTE radio access networks

PHA Rezende, ERM Madeira - 2018 Wireless Days (WD), 2018 - ieeexplore.ieee.org
5G mobile systems are envisioned to satisfy the service requirements from a diversity of
vertical industries. Network Slicing, which is a promising technology to be integrated into 5G …

[HTML][HTML] Adaptive energy management in 5G network slicing: Requirements, architecture, and strategies

C Tipantuña, X Hesselbach - Energies, 2020 - mdpi.com
Energy consumption is a critical issue for the communications network operators, impacting
deeply the cost of the services, as well as the ecological footprint. Network slicing …

[HTML][HTML] Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

Robust network slicing in software-defined 5G networks

R Wen, J Tang, TQS Quek, G Feng… - … 2017-2017 IEEE …, 2017 - ieeexplore.ieee.org
Network slicing is an emerging terminology that enables operators to partition a shared
substrate network into multiple logically isolated and on-demand virtual networks to support …

Two-Tier Resource Allocation for Multitenant Network Slicing: A Federated Deep Reinforcement Learning Approach

R Ou, G Sun, D Ayepah-Mensah… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Fifth-generation (5G) wireless networks enable gigabit-per-second data speeds, minimal
latency, and reliable Internet of Things (IoT) connectivity. Thus, network slicing (NS) has …

[HTML][HTML] BENS− B5G: blockchain-enabled network slicing in 5G and beyond-5G (B5G) networks

S Singh, CR Babu, K Ramana, IH Ra, B Yoon - Sensors, 2022 - mdpi.com
Fifth-generation (5G) technology is anticipated to allow a slew of novel applications across a
variety of industries. The wireless communication of the 5G and Beyond-5G (B5G) networks …

When network slicing meets deep reinforcement learning

Q Liu, T Han - Proceedings of the 15th International Conference on …, 2019 - dl.acm.org
5G will serve various new use cases that have diverse requirements of multiple resources,
eg, radio, transportation, and computing. Network slicing is a promising technology to slice …

Utility optimization for resource allocation in multi-access edge network slicing: A twin-actor deep deterministic policy gradient approach

Z Wang, Y Wei, FR Yu, Z Han - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
To achieve the service-oriented features of the 5G, network slicing aims to create logical
virtual networks where multiple services are provided on a common physical infrastructure …

Load balancing oriented deployment policy for 5g core network slices

C Mei, X Xia, J Liu, H Yang - 2020 IEEE international …, 2020 - ieeexplore.ieee.org
Network slicing (NS) is one of the key technologies of the 5G network. It divides the
operator's physical network into multiple virtual networks according to different service …