A queuing based dynamic auto scaling algorithm for the LTE EPC control plane

J Prados-Garzon, A Laghrissi… - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
The network softwarization paradigm, enabled by Network Function Virtualization (NFV),
facilitates the automation of management operations and orchestration of future networks …

Multi-target classification based automatic virtual resource allocation scheme

AH Al Muktadir, T Miyazawa… - … on Information and …, 2019 - search.ieice.org
In this paper, we propose a method for automatic virtual resource allocation by using a multi-
target classification-based scheme (MTCAS). In our method, an Infrastructure Provider (InP) …

A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case

N Jalodia, M Taneja, A Davy - arXiv preprint arXiv:2212.00714, 2022 - arxiv.org
Recent advancements in the rollout of 5G and 6G have led to the emergence of a new range
of latency-critical applications delivered via a Network Function Virtualization (NFV) enabled …

Dynamic system allocation and application of cloud computing virtual resources based on system architecture

C Lin, L Li, Y Chen - Open Computer Science, 2023 - degruyter.com
Cloud computing is a system development method based on dynamic sharing, which allows
a large number of systems to be combined to provide services. The purpose of this work is to …

Virtual network function dynamic deployment algorithm based on prediction for 5G network slicing

L TANG, Y ZHOU, Y YANG, G ZHAO, Q CHEN - 电子与信息学报, 2019 - jeit.ac.cn
In order to solve the unreasonable virtual resource allocation caused by the dynamic
change of service request and delay of information feedback in wireless virtualized network …

A graphical deep learning technique-based VNF dependencies for multi resource requirements prediction in virtualized environments

A Bellili, N Kara - Computing, 2024 - Springer
With recent developments in cloud computing, massive unplanned traffic loads are
submitted to cloud platforms. High traffic load variations lead to uncertainty in resource …

An efficient adaptive meta learning model based VNFs affinity for resource prediction optimization in virtualized networks

A Bellili, N Kara - Journal of Network and Systems Management, 2023 - Springer
In today's cloud environments, diverse and massive data is growing exponentially. This
requires efficient prediction mechanisms to support automatic resource allocation and …

A 2-Phase Strategy for Intelligent Cloud Operations

G Lanciano, R Andreoli, T Cucinotta, D Bacciu… - IEEE …, 2023 - ieeexplore.ieee.org
When operating large cloud computing infrastructures, ensuring healthiness of physical
resources and software components is of paramount importance to meet the demanding …

DeepVRM: Deep Learning Based Virtual Resource Management for Energy Efficiency

Z Zaman, S Rahman, F Rafsani, IR Rahman… - Journal of Network and …, 2023 - Springer
Network function virtualization (NFV) provides dynamic, energy-efficient, and cost-effective
network services by segregating network services from expensive and energy-hungry …

JOSP: joint optimization of flow path scheduling and virtual network function placement for delay-sensitive applications

Q Lyu, Y Zhou, Q Fan, Y Lyu, X Zheng, G Xu… - Mobile Networks and …, 2022 - Springer
With the rapid development of network function virtualization, delay-sensitive applications
including auto-driving, online gaming, and multimedia conferencing can be served by virtual …