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

Author
Mijumbi, R.; Gorricho, J.; Serrat, J.; Shen, M.; Xu, K.; Yang, K.
Type of activity
Journal article
Journal
Expert systems with applications
Date of publication
2015-02-15
Volume
42
Number
3
First page
1376
Last page
1390
DOI
https://doi.org/10.1016/j.eswa.2014.08.058 Open in new window
Project funding
Conectividad como servicio: acceso para la internet de futuro-1
End-to-end Virtual Resource Management across Heterogeneous Networks and Services
Abstract
Network virtualisation promises to lead to better manageability of the future Internet by allowing for adaptable sharing of physical network resources among different virtual networks. However, the sharing of resources is not trivial as virtual nodes and links should first be mapped onto substrate nodes and links, and thereafter the allocated resources managed throughout the lifetime of the virtual network. In this paper, we design and evaluate reinforcement learning-based neuro-fuzzy algorithms...
Keywords
Autonomous systems, Dynamic resource allocation, Future Internet, Fuzzy systems, Multi-agent systems, Network virtualisation, Neural networks, Neuro-fuzzy systems, Reinforcement learning
Group of research
MAPS - Management, Pricing and Services in Next Generation Networks

Participants