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 …
i-profiler: Towards multi-objective autonomous vnf profiling with reinforcement learning
The intelligent orchestration of Virtual Network Functions (VNFs) requires understanding
and profiling the impact of VNF resource consumption on its performance. Recent efforts …
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 …
understanding of the link between resource consumption and performance. The current …
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 …
Model-based analytics for profiling workloads in virtual network functions
With the flexibility and programmability levels offered by Network Functions Virtualization
(NFV), it is expected to catalyze the upcoming “softwarization” of the network through …
(NFV), it is expected to catalyze the upcoming “softwarization” of the network through …
Understand your chains and keep your deadlines: Introducing time-constrained profiling for nfv
Fully-automated resource dimensioning is one of the key requirements for agile, DevOps-
enabled network function virtualization (NFV) scenarios in which new service versions are …
enabled network function virtualization (NFV) scenarios in which new service versions are …
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 …
Zero-touch network and Service Management (ZSM) in Network Function Virtualisation …
A model for quantifying performance degradation in virtual network function service chains
Virtual Network Functions (VNFs) can be chained and provisioned on demand, providing
elasticity and dynamicity to the network. Due to the interdependencies between VNFs …
elasticity and dynamicity to the network. Due to the interdependencies between VNFs …
Performance benchmarking of virtualized network functions to correlate key performance metrics with system activity
Industry is set to enter in a new revolution (Industry 4.0) backed by high inter-connectivity.
Therefore, leveraging virtualization technology to deploy networks as virtualized network …
Therefore, leveraging virtualization technology to deploy networks as virtualized network …
Probius: Automated approach for VNF and service chain analysis in software-defined NFV
As the complexity of modern networks increases, virtualization techniques, such as software-
defined networking (SDN) and network function virtualization (NFV), get highlighted to …
defined networking (SDN) and network function virtualization (NFV), get highlighted to …