AI-based resource allocation in end-to-end network slicing under demand and CSI uncertainties

A Gharehgoli, A Nouruzi, N Mokari… - … on Network and …, 2023 - ieeexplore.ieee.org
Network slicing (NwS) is one of the main technologies in the fifth-generation of mobile
communication and beyond (5G+). One of the important challenges in the NwS is …

Towards Massive Distribution of Intelligence for 6G Network Management using Double Deep Q-Networks

S Majumdar, S Schwarzmann… - … on Network and …, 2023 - ieeexplore.ieee.org
In future 6G networks, the deployment of network elements is expected to be highly
distributed, going beyond the level of distribution of existing 5G deployments. To fully exploit …

An Overview of Machine Learning-Enabled Network Softwarization for the Internet of Things

MA Zormati, H Lakhlef - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) has evolved from a novel technology to an integral part of our
everyday lives. It encompasses a multitude of heterogeneous devices that collect valuable …

RQAP: Resource and QoS Aware Placement of Service Function Chains in NFV-enabled Networks

H Huang, J Tian, H Yin, G Min, D Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network Functions Virtualization (NFV), which decouples network functions from the
underlying hardware, has been regarded as an emerging paradigm to provide flexible …

UE Centric DU Placement with Carrier Aggregation in O-RAN using Deep Q-Network Algorithm

R Joda, S Naseri, M Hashemi… - 2023 IEEE 34th Annual …, 2023 - ieeexplore.ieee.org
Open Radio Access Network (O-RAN) provides the capability to efficiently distribute the RAN
Network Functions (NFs) such as the Radio Unit (RU), Distributed Unit (DU) and Centralized …

Automated Pricing-based Provisioning of SDN/NFV Services in Distributed Multi-access Edge Computing using Cooperative Multi-Agent Deep Reinforcement …

JJ Julien, S Nuannimnoi… - 2023 10th International …, 2023 - ieeexplore.ieee.org
The disruption caused by Software Defined Network and Network Function Virtualization
(SDN/NFV) technologies will have many impacts on the telecom network. Specifically, the …