Forecast-assisted service function chain dynamic deployment for SDN/NFV-enabled cloud management systems

J Zhang, Y Liu, Z Li, Y Lu - IEEE Systems Journal, 2023 - ieeexplore.ieee.org
Software-defined network (SDN) and network function virtualization (NFV) are
acknowledged as the most promising technologies to effectively allocate resource for …

Proactive vnf scaling and placement in 5g o-ran using ml

K Ali, M Jammal - IEEE Transactions on Network and Service …, 2023 - ieeexplore.ieee.org
5G networks are expected to support various services and applications with more stringent
latency, reliability, and bandwidth requirements than previous generations. Open Radio …

Dynamic slicing reconfiguration for virtualized 5G networks using ML forecasting of computing capacity

JS Camargo, E Coronado, W Ramirez, D Camps… - Computer Networks, 2023 - Elsevier
As 5G deployments continue to increase worldwide, new applications can fully leverage the
exceptional features of the emerging mobile networks. Ultra-Reliable Low Latency …

MLOps meets edge computing: an edge platform with embedded intelligence towards 6G systems

N Psaromanolakis, V Theodorou… - 2023 Joint European …, 2023 - ieeexplore.ieee.org
The evolution towards more human-centered 6G networks requires the extension of network
functionalities with advanced, pervasive automation features. In this direction, cloud-native …

QoE-aware Dynamic Resource Management in Future Softwarized and Virtualized Networks

AA Barakabitze, IH Mkwawa, A Hines, R Walshe - IEEE Access, 2023 - ieeexplore.ieee.org
With the advent of multimedia streaming services such as 4K/8K and extended reality,
managing and optimizing multimedia service delivery to end-users remains a challenge for …

ML-based dynamic scaling and traffic forecasting for 5G O-RAN

K Ali, M Jammal - 2023 IEEE Intl Conf on Dependable …, 2023 - ieeexplore.ieee.org
In order to meet the stringent latency and reliability requirements of the upcoming 5G
networks, Open Radio Access Networks (O-RAN) has been proposed. The virtualization of O …

AI-Based Resource Allocation in E2E Network Slicing with Both Public and Non-Public Slices

Y Wang, N Liu, Z Pan, X You - Applied Sciences, 2023 - mdpi.com
Network slicing is a key technology for 5G networks, which divides the traditional physical
network into multiple independent logical networks to meet the diverse requirements of end …

Graph attention lstm for load prediction of fine-grained vnfs in sfc

Y Wu, J Liu, C Wang, Q Yang - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
Service Function Chain (SFC) is composed of an ordered set of service functions, which are
also noted as virtual network function (VNF) instances, to adaptively form a composite …

NFVLearn: A multi‐resource, long short‐term memory‐based virtual network function resource usage prediction architecture

C St‐Onge, N Kara, C Edstrom - Software: Practice and …, 2023 - Wiley Online Library
Virtual resource load prediction in network function virtualization (NFV) is the subject of
intense research due to its crucial role in enabling proactive resource adaptation in dynamic …

Application of Machine Learning and Deep Learning Algorithms in Predicting Virtual Network Functions for Network Function Virtualization

C Spandana, IV Srisurya… - 2023 14th …, 2023 - ieeexplore.ieee.org
Network functions virtualization (NFV) is a methodology that replaces hardware
middleboxes with more flexible software alternatives called virtualized network functions …