Design and evaluation of learning algorithms for dynamic resource management in virtual networks

R Mijumbi, JL Gorricho, J Serrat… - 2014 IEEE network …, 2014 - ieeexplore.ieee.org
Network virtualisation is considerably gaining attention as a solution to ossification of the
Internet. However, the success of network virtualisation will depend in part on how efficiently …

Neural network-based autonomous allocation of resources in virtual networks

R Mijumbi, JL Gorricho, J Serrat… - … on Networks and …, 2014 - ieeexplore.ieee.org
Network virtualisation has received attention as a way to allow for sharing of physical
network resources. Sharing resources involves mapping of virtual nodes and links onto …

A neuro-fuzzy approach to self-management of virtual network resources

R Mijumbi, JL Gorricho, J Serrat, M Shen, K Xu… - Expert systems with …, 2015 - Elsevier
Network virtualisation promises to lead to better manageability of the future Internet by
allowing for adaptable sharing of physical network resources among different virtual …

Resource discovery and allocation in network virtualization

A Belbekkouche, MM Hasan… - … Surveys & Tutorials, 2012 - ieeexplore.ieee.org
Network virtualization is considered an important potential solution to the gradual
ossification of the Internet. In a network virtualization environment, a set of virtual networks …

Distributed autonomic resource management for network virtualization

CC Marquezan, LZ Granville, G Nunzi… - 2010 IEEE Network …, 2010 - ieeexplore.ieee.org
Network virtualization is an emerging trend claimed to reduce the costs of future networks.
The key strategy in network virtualization is of slicing physical resources (links, routers …

A continuous-decision virtual network embedding scheme relying on reinforcement learning

H Yao, S Ma, J Wang, P Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Network Virtualization (NV) techniques allow multiple virtual network requests to beneficially
share resources on the same substrate network, such as node computational resources and …

Reinforcement learning assisted bandwidth aware virtual network resource allocation

P Zhang, Y Su, J Wang, C Jiang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Space-air-ground integration to support seamless coverage of ground, satellite, airborne,
and marine communications, is likely to be a key trend in the 6G era. One of several key …

On the management of virtual networks

RP Esteves, LZ Granville… - IEEE Communications …, 2013 - ieeexplore.ieee.org
Network virtualization is a feasible solution to tackle so-called Internet ossification by
enabling the deployment of novel network architectures in a flexible and controlled way …

Virtual network mapping into heterogeneous substrate networks

J Nogueira, M Melo, J Carapinha… - 2011 IEEE symposium …, 2011 - ieeexplore.ieee.org
As the interest on Network Virtualization continues to grow, so does the awareness of the
many technical obstacles to transpose before the envisioned virtualized network …

An approach towards resource efficient virtual network embedding

A Razzaq, MS Rathore - 2010 2nd International Conference on …, 2010 - ieeexplore.ieee.org
Network virtualization is at the heart of efforts to end Internet ossification, and utilize network
infrastructure efficiently. The key concept is to share the infrastructure resources among …