Dynamic resource scaling for VNF over nonstationary traffic: A learning approach

K Qu, W Zhuang, X Shen, X Li… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Software defined networking (SDN) and network function virtualization (NFV) are key
enablers for service-level customized network slicing in fifth generation (5G) core networks …

Self-learning multi-objective service coordination using deep reinforcement learning

S Schneider, R Khalili, A Manzoor… - … on Network and …, 2021 - ieeexplore.ieee.org
Modern services consist of interconnected components, eg, microservices in a service mesh
or machine learning functions in a pipeline. These services can scale and run across …

Quality of service provisioning in network function virtualization: a survey

S Mostafavi, V Hakami, M Sanaei - Computing, 2021 - Springer
Network function virtualization (NFV) is a promising paradigm for network service
provisioning which decouples the network functions from the physical infrastructure …

OKpi: All-KPI network slicing through efficient resource allocation

J Martín-Pérez, F Malandrino… - … -IEEE Conference on …, 2020 - ieeexplore.ieee.org
Networks can now process data as well as transporting it; it follows that they can support
multiple services, each requiring different key performance indicators (KPIs). Because of the …

VNF placement for service chaining in a distributed cloud environment with multiple stakeholders

P Cappanera, F Paganelli, F Paradiso - Computer Communications, 2019 - Elsevier
The adoption of virtualization technologies in networking is promoting a radical innovation in
the way network services are managed and delivered. Indeed, some network services may …

Intelligent and resource-conserving service function chain (sfc) embedding

P Rodis, P Papadimitriou - Journal of Network and Systems Management, 2023 - Springer
Abstract Network Function Virtualization (NFV) opens us great opportunities for network
processing with higher resource efficiency and flexibility. In this respect, there is an …

SARM: service function chain active reconfiguration mechanism based on load and demand prediction

J Cai, K Qian, J Luo, K Zhu - International Journal of Intelligent …, 2022 - Wiley Online Library
Network function virtualization is a promising technology for providing personalized services
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …

Dynamic VNF forwarding graph extension algorithms

O Houidi, O Soualah, W Louati… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper proposes a set of algorithms to extend initially deployed Virtualized Network
Functions Forwarding Graphs (VNF-FG or Service Function Chains-SFCs) previously …

Application-driven provisioning of service function chains over heterogeneous NFV platforms

L Dong, NLS da Fonseca, Z Zhu - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Although network function virtualization (NFV) has been proven to be beneficial in terms of
equipment cost, service delivery flexibility, and time-to-market, most of the studies in this …

KeySFC: Traffic steering using strict source routing for dynamic and efficient network orchestration

CK Dominicini, GL Vassoler, R Valentim, RS Villaca… - Computer Networks, 2020 - Elsevier
Current service function chaining (SFC) solutions are cumbersome adaptations of classic
routing mechanisms, which lack flexibility and agility to cope with new dynamic services …