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 …

A novel autonomous profiling method for the next-generation nfv orchestrators

S Moazzeni, P Jaisudthi, A Bravalheri… - … on Network and …, 2020 - ieeexplore.ieee.org
Currently, telecommunication research communities are striving towards the adoption of
Zero-touch network and Service Management (ZSM) in Network Function Virtualisation …

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 …

Vnf performance modelling: From stand-alone to chained topologies

S Van Rossem, W Tavernier, D Colle, M Pickavet… - Computer Networks, 2020 - Elsevier
One of the main incentives for deploying network functions on a virtualized or cloud-based
infrastructure, is the ability for on-demand orchestration and elastic resource scaling …

The softwarised network data zoo

M Peuster, S Schneider, H Karl - 2019 15th International …, 2019 - ieeexplore.ieee.org
More and more management and orchestration approaches for (software) networks are
based on machine learning paradigms and solutions. These approaches depend not only …

Zero-touch network orchestration at the edge

R Nejabati, S Moazzeni, P Jaisudthi… - 2021 International …, 2021 - ieeexplore.ieee.org
In this paper, we present a zero-touch network orchestrator to autonomously provide an end-
to-end orchestration platform to orchestrate, monitor, and profile network services …

Soudain: Online adaptive profile configuration for real-time video analytics

K Wu, Y Jin, W Miao, Z Zeng, Z Qian… - 2021 IEEE/ACM 29th …, 2021 - ieeexplore.ieee.org
Since the real-time video analytics with high accuracy requirement is resource-consuming,
the profiles regarding such resource-accuracy trade-off are needed before the analytics for …

Optimized sampling strategies to model the performance of virtualized network functions

S Van Rossem, W Tavernier, D Colle… - Journal of Network and …, 2020 - Springer
Modern network services make increasing use of virtualized compute and network
resources. This is enabled by the growing availability of softwarized network functions …

i-profiler: Towards multi-objective autonomous vnf profiling with reinforcement learning

P Jaisudthi, S Moazzeni, X Vasilakos… - … -IEEE Conference on …, 2023 - ieeexplore.ieee.org
The intelligent orchestration of Virtual Network Functions (VNFs) requires understanding
and profiling the impact of VNF resource consumption on its performance. Recent efforts …

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 …