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 …

Joint placement and allocation of virtual network functions with budget and capacity constraints

G Sallam, B Ji - IEEE INFOCOM 2019-IEEE Conference on …, 2019 - ieeexplore.ieee.org
With the advent of Network Function Virtualization (NFV), network services that traditionally
run on proprietary dedicated hardware can now be realized using Virtual Network Functions …

Machine learning for performance-aware virtual network function placement

DM Manias, M Jammal, H Hawilo… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
With the growing demand for data connectivity, network service providers are faced with the
task of reducing their capital and operational expenses while simultaneously improving …

Placement and allocation of virtual network functions: Multi-dimensional case

G Sallam, Z Zheng, B Ji - IEEE Transactions on Mobile …, 2022 - ieeexplore.ieee.org
Network function virtualization (NFV) is an emerging design paradigm that replaces physical
middlebox devices with software modules running on general purpose commodity servers …

Trade-offs in dynamic resource allocation in network function virtualization

S Schneider, S Dräxler, H Karl - 2018 IEEE Globecom …, 2018 - ieeexplore.ieee.org
Dynamic allocation of resources is a key feature in network function virtualization (NFV),
enabling flexible adjustment of slices and contained network services to ever-changing …

Novel approaches for vnf requirement prediction using dnn and lstm

Z Zaman, S Rahman, M Naznin - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is gaining popularity among network operators to
provide cost effective and dynamic network services. NFV enables faster service by …

Intelligent network service embedding using genetic algorithms

P Rodis, P Papadimitriou - 2021 IEEE Symposium on …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) opens us great opportunities for network processing
with higher resource efficiency and flexibility. Nevertheless, intelligent orchestration …

Nfv-inspector: A systematic approach to profile and analyze virtual network functions

MG Khan, S Bastani, J Taheri… - 2018 IEEE 7th …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV) focuses on decoupling network functions from
proprietary hardware (ie, middleboxes) by leveraging virtualization technology. Combining it …

An efficient algorithm for virtual network function scaling

O Houidi, O Soualah, W Louati… - … 2017-2017 IEEE …, 2017 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) has been revolutionizing and improving the way
networking services are deployed but also requires the dynamic scaling of resources during …

Optimizing NFV chain deployment through minimizing the cost of virtual switching

MC Luizelli, D Raz, Y Sa'ar - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is a novel paradigm that enables flexible and scalable
implementation of network services on cloud infrastructure. A key factor in the success of …