Joint Q-Learning Based Resource Allocation and Multi-Numerology B5G Network Slicing Exploiting LWA Technology

NA Elmosilhy, MM Elmesalawy, II Ibrahim… - IEEE …, 2024 - ieeexplore.ieee.org
The emergence of the sixth generation (6G) era has highlighted the importance of Network
Slicing (NS) technology as a promising solution for catering the diverse service requests of …

DRL-based Dynamic Resource Configuration and Optimization for B5G Network Slicing

K Tian, Y Wang, D Pan, D Yuan - IEEE Access, 2024 - ieeexplore.ieee.org
To effectively address the heterogeneous service requirements of diverse users, the Fifth
Generation (5G) has introduced network slicing technology, which partitions physical …

Dynamically resource allocation in beyond 5g (b5g) network ran slicing using deep deterministic policy gradient

R Munir, Y Wei, C Ma, B Yang - Wireless Communications and …, 2022 - Wiley Online Library
Network slicing makes it possible for future applications with a variety of adaptability
requirements and performance requirements by spliting the physical network into several …

SNAF: DRL-based Interdependent E2E Resource Slicing Scheme for a Virtualized Network

SRA Sebakara, G Sun, GO Boateng… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The fifth generation (5 G) mobile cellular network relies on network slicing (NS) to satisfy the
diverse quality of service (QoS) requirements of various service providers operating on a …

Toward an efficient and dynamic allocation of radio access network slicing resources for 5G era

X Chang, T Ji, R Zhu, Z Wu, C Li, Y Jiang - IEEE Access, 2023 - ieeexplore.ieee.org
With the development of 5G technology and Internet of Things (IoT), more and more devices
are connected through 5G wirelessly. Radio access network (RAN) slicing, as a key feature …

Deep reinforcement learning-based network slicing for beyond 5G

K Suh, S Kim, Y Ahn, S Kim, H Ju, B Shim - IEEE Access, 2022 - ieeexplore.ieee.org
With the advent of 5G era, network slicing has received a great deal of attention as a means
to support a variety of wireless services in a flexible manner. Network slicing is a technique …

Vehicular multi-slice optimization in 5G: Dynamic preference policy using reinforcement learning

C Zhang, M Dong, K Ota - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Network slicing, as an effective way of using heterogeneous network resources, is widely
used in today's radio access network (RAN). However, because of the greater randomness …

Analysis of RAN slicing for Cellular V2X and mobile broadband services based on reinforcement learning

H Albonda, J Pérez-Romero - EAI Endorsed Transactions on Wireless …, 2020 - eudl.eu
Abstract Radio Access Network (RAN) slicing is one of the key enablers to provide the
design flexibility and enable 5G system to support heterogeneous services over a common …

Latency-aware dynamic resource allocation scheme for multi-tier 5G network: A network slicing-multitenancy scenario

SO Oladejo, OE Falowo - IEEE Access, 2020 - ieeexplore.ieee.org
In 5G slice networks, the multi-tenant, multi-tier heterogeneous network will be critical in
meeting the quality of service (QoS) requirement of the different slice use cases and in …

Joint baseband and radio resource allocation for 5g network slicing in h-crans

C Xing, YL Lee, YC Chang - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Network slicing is one of the key technologies of the fifth generation (5G) mobile
communications for supporting various use cases with diverse quality of service (QoS) …