Reinforcement learning for service function chain reconfiguration in NFV-SDN metro-core optical networks
With the advent of 5G technology, we are witnessing the development of increasingly
bandwidth-hungry network applications, such as enhanced mobile broadband, massive …
bandwidth-hungry network applications, such as enhanced mobile broadband, massive …
Traffic engineering for service-oriented 5G networks with SDN-NFV integration
Network slicing is a promising approach to provisioning service-level virtual network
customization, based on the integration of SDN and NFV technologies. Although different …
customization, based on the integration of SDN and NFV technologies. Although different …
Deep reinforcement learning for provisioning virtualized network function in inter-datacenter elastic optical networks
M Zhu, Q Chen, J Gu, P Gu - IEEE Transactions on Network and …, 2022 - ieeexplore.ieee.org
In today's datacenters (DCs), IT resources virtualization is leveraged to realize Network
Function Virtualization (NFV) over general-purpose servers. Meanwhile, most of the service …
Function Virtualization (NFV) over general-purpose servers. Meanwhile, most of the service …
[HTML][HTML] Edge intelligence for service function chain deployment in NFV-enabled networks
MA Khoshkholghi, T Mahmoodi - Computer Networks, 2022 - Elsevier
With evolution of network function virtualization (NFV), network services can be provided as
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach
Network function virtualization (NFV) is critical to the scalability and flexibility of various
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
Online adaptive interference-aware VNF deployment and migration for 5G network slice
Based on network function virtualization (NFV) and software defined network (SDN), network
slicing is proposed as a new paradigm for building service-customized 5G network. In each …
slicing is proposed as a new paradigm for building service-customized 5G network. In each …
A reinforcement learning based approach for 5G network slicing across multiple domains
Network Function Virtualization (NFV) and Machine Learning (ML) are envisioned as
possible techniques for the realization of a flexible and adaptive 5G network. ML will provide …
possible techniques for the realization of a flexible and adaptive 5G network. ML will provide …
GNN-based hierarchical deep reinforcement learning for NFV-oriented online resource orchestration in elastic optical DCIs
Network function virtualization (NFV) in elastic optical datacenter interconnections (EO-
DCIs) enables flexible and timely deployment of network services. However, as the service …
DCIs) enables flexible and timely deployment of network services. However, as the service …
Demonstration of latency-aware and self-adaptive service chaining in 5G/SDN/NFV infrastructures
This paper will demonstrate an orchestration system for 5G infrastructure supporting latency-
minimized and self-adaptive service chaining over geographically distributed edge clouds …
minimized and self-adaptive service chaining over geographically distributed edge clouds …
[HTML][HTML] A genetic algorithm for vnf provisioning in nfv-enabled cloud/mec ran architectures
5G technologies promise to bring new network and service capacities and are expected to
introduce significant architectural and service deployment transformations. The Cloud-Radio …
introduce significant architectural and service deployment transformations. The Cloud-Radio …