Machine and deep learning for resource allocation in multi-access edge computing: A survey

H Djigal, J Xu, L Liu, Y Zhang - IEEE Communications Surveys …, 2022 - ieeexplore.ieee.org
With the rapid development of Internet-of-Things (IoT) devices and mobile communication
technologies, Multi-access Edge Computing (MEC) has emerged as a promising paradigm …

[HTML][HTML] Machine learning for physical layer in 5G and beyond wireless networks: A survey

J Tanveer, A Haider, R Ali, A Kim - Electronics, 2021 - mdpi.com
Fifth-generation (5G) technology will play a vital role in future wireless networks. The
breakthrough 5G technology will unleash a massive Internet of Everything (IoE), where …

FH-ACO: Fuzzy heuristic-based ant colony optimization for joint virtual network function placement and routing

M Shokouhifar - Applied Soft Computing, 2021 - Elsevier
Network function virtualization (NFV) is a new networking paradigm, which replaces the
specific-purpose hardware appliances with software virtualization to perform network …

Budget-aware user satisfaction maximization on service provisioning in mobile edge computing

J Li, W Liang, W Xu, Z Xu, X Jia… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) promises to provide mobile users with delay-sensitive
services at the edge of network, and each user service request usually is associated with a …

AI and ML–Enablers for beyond 5G Networks

A Kaloxylos, A Gavras, D Camps Mur, M Ghoraishi… - 2021 - recercat.cat
This white paper on AI/ML as enablers of 5G and B5G networks is based on contributions
from 5G PPP projects that research, implement and validate 5G and B5G network systems …

Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing

N He, S Yang, F Li, S Trajanovski, L Zhu… - … on Parallel and …, 2023 - ieeexplore.ieee.org
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …

Multiagent deep reinforcement learning for cost-and delay-sensitive virtual network function placement and routing

S Wang, C Yuen, W Ni, YL Guan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper proposes an effective and novel multi-agent deep reinforcement learning
(MADRL)-based method for solving the joint virtual network function (VNF) placement and …

Efficient instance reuse approach for service function chain placement in mobile edge computing

S Zhang, W Jia, Z Tang, J Lou, W Zhao - Computer Networks, 2022 - Elsevier
The combination of mobile edge computing and network function virtualization has led to the
emergence of Virtualized Network Function (VNF) in a broader range of application …

Online reliability-enhanced virtual network services provisioning in fault-prone mobile edge cloud

Y Qiu, J Liang, VCM Leung, X Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Fault-Prone Mobile Edge Cloud (FP-MEC) is a new type of distributed network composed of
mobile edge computing and network function virtualization, where virtual network services …

Softwarized resource management and allocation with autonomous awareness for 6G-enabled cooperative intelligent transportation systems

H Cao, S Garg, G Kaddoum, S Singh… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Cooperative intelligent transport system (C-ITS) is one emerging application scenario in 6G.
Within the content of 6G, softwarization is the dominant attribute of networks. 6G networks …