Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
DDQP: A double deep Q-learning approach to online fault-tolerant SFC placement
L Wang, W Mao, J Zhao, Y Xu - IEEE Transactions on Network …, 2021 - ieeexplore.ieee.org
Since Network Function Virtualization (NFV) decouples network functions (NFs) from the
underlying dedicated hardware and realizes them in the form of software called Virtual …
underlying dedicated hardware and realizes them in the form of software called Virtual …
Service function chaining in industrial Internet of Things with edge intelligence: A natural actor-critic approach
J Li, R Wang, K Wang - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
Owing to network function virtualization (NFV), each industrial application is constructed as a
service function chain (SFC), concatenating the ordered service functions, to offer …
service function chain (SFC), concatenating the ordered service functions, to offer …
A systematic literature review of reliable provisioning for virtual network function chaining
L Duytam Ly, M Sadeghi Ghahroudi, V Ponce - Applied Sciences, 2023 - mdpi.com
The abstraction of the network node functions using virtualization methods introduced an
innovative architecture called Network Function Virtualization (NFV). In NFV, every …
innovative architecture called Network Function Virtualization (NFV). In NFV, every …
Online service function chain deployment for live-streaming in virtualized content delivery networks: A deep reinforcement learning approach
Video delivery is exploiting 5G networks to enable higher server consolidation and
deployment flexibility. Performance optimization is also a key target in such network …
deployment flexibility. Performance optimization is also a key target in such network …
Energy-efficient and interference-aware vnf placement with deep reinforcement learning
Y Mu, L Wang, J Zhao - 2021 IFIP Networking Conference (IFIP …, 2021 - ieeexplore.ieee.org
By decoupling network functions from the underlying dedicated hardware, network function
virtualization (NFV) has become a promising paradigm to reduce network operating …
virtualization (NFV) has become a promising paradigm to reduce network operating …
Efficient VNF placement for Poisson arrived traffic
The emergence of Network Function Virtualization (NFV) and Software Defined Network
(SDN) has greatly reformed the network. It is important to reduce the queuing delay …
(SDN) has greatly reformed the network. It is important to reduce the queuing delay …
Dependability of Network Services in the Context of NFV: A Taxonomy and State of the Art Classification
S Azadiabad, F Khendek - Journal of Network and Systems Management, 2024 - Springer
In the context of Network Function Virtualization (NFV), Network Services (NS) are realized
by interconnecting Virtual Network Functions (VNF) using Virtual Links (VL). Service …
by interconnecting Virtual Network Functions (VNF) using Virtual Links (VL). Service …
Placing timely refreshing services at the network edge
Accommodating services at the network edge is favorable for time-sensitive applications.
However, maintaining service usability is resource consuming in terms of pulling service …
However, maintaining service usability is resource consuming in terms of pulling service …
A reinforcement learning approach for virtual network function chaining and sharing in softwarized networks
G KIbalya, J Serrat-Fernández… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Cognizant of the ease with which softwarized functions can be dynamically scaled according
to real time resource requirements, and the fact that multiple services can have common …
to real time resource requirements, and the fact that multiple services can have common …