Automatic virtual network embedding: A deep reinforcement learning approach with graph convolutional networks

Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
Virtual network embedding arranges virtual network services onto substrate network
components. The performance of embedding algorithms determines the effectiveness and …

On dynamic service function chain deployment and readjustment

J Liu, W Lu, F Zhou, P Lu, Z Zhu - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Network function virtualization (NFV) is a promising technology to decouple the network
functions from dedicated hardware elements, leading to the significant cost reduction in …

Virtual network embedding via Monte Carlo tree search

S Haeri, L Trajković - IEEE transactions on cybernetics, 2017 - ieeexplore.ieee.org
Network virtualization helps overcome shortcomings of the current Internet architecture. The
virtualized network architecture enables coexistence of multiple virtual networks (VNs) on an …

Overbooking network slices through yield-driven end-to-end orchestration

JX Salvat, L Zanzi, A Garcia-Saavedra… - Proceedings of the 14th …, 2018 - dl.acm.org
Network slicing allows mobile operators to offer, via proper abstractions, mobile
infrastructure (radio, networking, computing) to vertical sectors traditionally alien to the telco …

A survey of embedding algorithm for virtual network embedding

H Cao, S Wu, Y Hu, Y Liu, L Yang - China Communications, 2019 - ieeexplore.ieee.org
Network virtualization (NV) is pushed forward by its proponents as a crucial attribute of next
generation network, aiming at overcoming the gradual ossification of current networks …

Novel location-constrained virtual network embedding LC-VNE algorithms towards integrated node and link mapping

L Gong, H Jiang, Y Wang, Z Zhu - IEEE/ACM Transactions on …, 2016 - ieeexplore.ieee.org
This paper tries to solve the location-constrained virtual network embedding (LC-VNE)
problem efficiently. We first investigate the complexity of LC-VNE, and by leveraging the …

Joint topology design and mapping of service function chains for efficient, scalable, and reliable network functions virtualization

Z Ye, X Cao, J Wang, H Yu, C Qiao - IEEE Network, 2016 - ieeexplore.ieee.org
NFV is promising to lower the network operator's capital expenditure and operational
expenditure by replacing proprietary hardware-based network equipment with software …

Sel-INT: A runtime-programmable selective in-band network telemetry system

S Tang, D Li, B Niu, J Peng… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
It is known that by leveraging programmable data plane, in-band network telemetry (INT)
can be realized to provide a powerful and promising method to collect realtime network …

Deep-learning-assisted network orchestration for on-demand and cost-effective vNF service chaining in inter-DC elastic optical networks

B Li, W Lu, S Liu, Z Zhu - Journal of Optical Communications and …, 2018 - opg.optica.org
This work addresses the relatively long setup latency and complicated network control and
management caused by on-demand virtual network function service chain (vNF-SC) …

Self-taught anomaly detection with hybrid unsupervised/supervised machine learning in optical networks

X Chen, B Li, R Proietti, Z Zhu… - Journal of Lightwave …, 2019 - ieeexplore.ieee.org
This paper proposes a self-taught anomaly detection framework for optical networks. The
proposed framework makes use of a hybrid unsupervised and supervised machine learning …