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 …

Edge-enhanced graph neural network for DU-CU placement and lightpath provision in X-Haul networks

R Wang, J Zhang, Z Gu, S Yan, Y Xiao… - Journal of Optical …, 2022 - opg.optica.org
The emerging mobile services have imposed several new challenges on the radio access
network (RAN), which stimulates its evolution from cloud-RAN to next-generation RAN (NG …

Optimal QoS-aware allocation of virtual network resources to mixed mobile-optical network slices

MH Keshavarz, M Hadi, M Lashgari… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Slicing allows 5G networks to accommodate services with different needs over a unified
physical network infrastructure. Particularly, in radio access networks (RANs), the baseband …

Customized Topology-Level Protection for Reliable Slicing in 5G/B5G Metro Access/Aggregation Networks

Y Xiao, J Zhang, P Zhu, H Wu… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
The emerging services of 5G and beyond (5G/B5G) have imposed challenging resiliency
demands that make reliable slicing in radio access networks (RAN) an imperative concern …

Performance evaluation for end-to-end slice management in 5g/b5g cellular networks

NA Mohammedali, T Kanakis… - 2022 International …, 2022 - ieeexplore.ieee.org
End-to-End (E2E) virtual networks represent a key technology in future cellular networks.
Generally, the E2E connection means each slice has an independent part of the RAN, User …

Data-driven decision-making framework for optical fronthaul slice resizing in 6G networks

NFS Seixas, S Rahman… - Journal of Optical …, 2024 - opg.optica.org
The third-generation partnership introduced three main types of slices: enhanced mobile
broadband, massive machine-type communication, and ultrareliable low-latency …

Transmission delay in optical fiber communication system of power transmission and transformation

H Yang, Y Wang, H Chi, D Yuan - 2021 International Conference on …, 2021 - Springer
An OTN optical service unit (OSU) solution uses dedicated DM bytes for delay information
transmission. The NMS can visualize network delay in real time, which is better than the …