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 …
components. The performance of embedding algorithms determines the effectiveness and …
On dynamic service function chain deployment and readjustment
Network function virtualization (NFV) is a promising technology to decouple the network
functions from dedicated hardware elements, leading to the significant cost reduction in …
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 …
virtualized network architecture enables coexistence of multiple virtual networks (VNs) on an …
Overbooking network slices through yield-driven end-to-end orchestration
Network slicing allows mobile operators to offer, via proper abstractions, mobile
infrastructure (radio, networking, computing) to vertical sectors traditionally alien to the telco …
infrastructure (radio, networking, computing) to vertical sectors traditionally alien to the telco …
Novel location-constrained virtual network embedding LC-VNE algorithms towards integrated node and link mapping
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 …
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
NFV is promising to lower the network operator's capital expenditure and operational
expenditure by replacing proprietary hardware-based network equipment with software …
expenditure by replacing proprietary hardware-based network equipment with software …
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 …
generation network, aiming at overcoming the gradual ossification of current networks …
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 …
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
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) …
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
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 …
proposed framework makes use of a hybrid unsupervised and supervised machine learning …