Deep reinforcement learning for mobile 5G and beyond: Fundamentals, applications, and challenges

Z **ong, Y Zhang, D Niyato, R Deng… - IEEE Vehicular …, 2019 - ieeexplore.ieee.org
Future-generation wireless networks (5G and beyond) must accommodate surging growth in
mobile data traffic and support an increasingly high density of mobile users involving a …

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 …

PSACCF: Prioritized online slice admission control considering fairness in 5G/B5G networks

M Dai, L Luo, J Ren, H Yu, G Sun - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
5G/B5G is intended to support various services with the assistance of network slices, and
each slice requires adequate resources to provide the prenegotiated service quality. The …

Towards enabling critical mMTC: A review of URLLC within mMTC

SR Pokhrel, J Ding, J Park, OS Park, J Choi - IEEE access, 2020 - ieeexplore.ieee.org
Massive machine-type communication (mMTC) and ultra-reliable and low-latency
communication (URLLC) are two key service types in the fifth-generation (5G) …

Intelligent radio access network slicing for service provisioning in 6G: A hierarchical deep reinforcement learning approach

J Mei, X Wang, K Zheng, G Boudreau… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Network slicing is a key paradigm in 5G and is expected to be inherited in future 6G
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …

Maximize the long-term average revenue of network slice provider via admission control among heterogeneous slices

M Dai, G Sun, H Yu, D Niyato - IEEE/ACM Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing endows 5G/B5G with differentiated and customized capabilities to cope with
the proliferation of diversified services, whereas limited physical network resources may not …

A survey of scheduling in 5G URLLC and outlook for emerging 6G systems

ME Haque, F Tariq, MRA Khandaker, KK Wong… - IEEE …, 2023 - ieeexplore.ieee.org
Future wireless communication is expected to be a paradigm shift from three basic service
requirements of 5th Generation (5G) including enhanced Mobile Broadband (eMBB), Ultra …

Network slicing games: Enabling customization in multi-tenant mobile networks

P Caballero, A Banchs, G De Veciana… - IEEE/ACM …, 2019 - ieeexplore.ieee.org
Network slicing to enable resource sharing among multiple tenants–network operators
and/or services–is considered as a key functionality for next generation mobile networks …

An intelligent self-sustained RAN slicing framework for diverse service provisioning in 5G-beyond and 6G networks

J Mei, X Wang, K Zheng - Intelligent and Converged Networks, 2020 - ieeexplore.ieee.org
Network slicing is a key technology to support the concurrent provisioning of heterogeneous
Quality of Service (QoS) in the 5th Generation (5G)-beyond and the 6th Generation (6G) …

An overview of interslice and intraslice resource allocation in B5G telecommunication networks

F Debbabi, R Jmal, LC Fourati… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We are now in the first phase of the Fifth Generation (5G) network, and its full potential is still
a long way to reach. Network operators and manufacturers are preparing to release new 5G …