Benchmarking and profiling 5G verticals' applications: an industrial IoT use case
A Zafeiropoulos, E Fotopoulou… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
The Industry 4.0 sector is evolving in a tremendous pace by introducing a set of industrial
automation mechanisms tightly coupled with the exploitation of Internet of Things (IoT), 5G …
automation mechanisms tightly coupled with the exploitation of Internet of Things (IoT), 5G …
Machine learning for dynamic resource allocation in network function virtualization
S Schneider, NP Satheeschandran… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) proposes to replace physical middleboxes with more
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
Autonomous intelligent VNF profiling for future intelligent network orchestration
In this article, we propose a profile-based data-driven analysis framework to extract and
analyze the characteristics and behavior of virtualized network functions (VNFs) in …
analyze the characteristics and behavior of virtualized network functions (VNFs) in …
Intelligent performance prediction: the use case of a Hadoop cluster
The optimum utilization of infrastructural resources is a highly desired yet cumbersome task
for service providers to achieve. This is because the optimal amount of such resources is a …
for service providers to achieve. This is because the optimal amount of such resources is a …
The softwarised network data zoo
More and more management and orchestration approaches for (software) networks are
based on machine learning paradigms and solutions. These approaches depend not only …
based on machine learning paradigms and solutions. These approaches depend not only …
RESTRAIN: A dynamic and cost-efficient resource management scheme for addressing performance interference in NFV-based systems
Abstract Network Functions Virtualization (NFV) replaces the conventional middleboxes by
their software counterparts known as Virtual Network Functions (VNFs) which run on general …
their software counterparts known as Virtual Network Functions (VNFs) which run on general …
A performance modelling approach for SLA-aware resource recommendation in cloud native network functions
Network Function Virtualization (NFV) becomes the primary driver for the evolution of 5G
networks, and in recent years, Network Function Cloudification (NFC) proved to be an …
networks, and in recent years, Network Function Cloudification (NFC) proved to be an …
Optimized sampling strategies to model the performance of virtualized network functions
Modern network services make increasing use of virtualized compute and network
resources. This is enabled by the growing availability of softwarized network functions …
resources. This is enabled by the growing availability of softwarized network functions …
Automated analysis and profiling of virtual network functions: the nfv-inspector approach
Discovering insights about Virtual Network Function (VNFs) resource demand
characteristics will enable cloud vendors to optimize their underlying Network Function …
characteristics will enable cloud vendors to optimize their underlying Network Function …
iOn-Profiler: Intelligent Online Multi-Objective VNF Profiling With Reinforcement Learning
X Vasilakos, S Moazzeni, A Bravalheri… - … on Network and …, 2024 - ieeexplore.ieee.org
Leveraging the potential of Virtualised Network Functions (VNFs) requires a clear
understanding of the link between resource consumption and performance. The current …
understanding of the link between resource consumption and performance. The current …