dc.contributor.author |
Bouchair, Abderrahim |
|
dc.contributor.author |
Yagoubi, Belabbas |
|
dc.contributor.author |
Makhlouf, Sid Ahmed |
|
dc.date.accessioned |
2022-03-09T12:48:04Z |
|
dc.date.available |
2022-03-09T12:48:04Z |
|
dc.date.issued |
2022-03-09 |
|
dc.identifier.issn |
2210-142X |
|
dc.identifier.uri |
https://journal.uob.edu.bh:443/handle/123456789/4609 |
|
dc.description.abstract |
Resource allocation is a crucial challenge for network virtualization (NV) in a cloud environment. Virtual network embedding (VNE) approaches exemplify NV technologies' critical utility, which must efficiently deal with potential network issues. To promote cloud infrastructure flexibility, software-defined networking (SDN) has been adopted as a network practice to centralize the manageability of the data centre network (DCN) resources. This paper introduces a classification approach that ensures an accurate starting point for solving the VNE problem in a distributed system. The solution implementation is based on measuring the importance of each DCN using the spearman rank correlation coefficient. Afterward, we devise a constructive algorithm that classifies DCNs in clusters from unsupervised data learning. This DCN management allows us to direct the VNE process to a small number of DCNs, which will reduce the dimensionality of the search operation in a distributed environment. Ultimately, we adopt various metaheuristics as a VNE optimizer for the selected DCN. Numerical results verify that the Jenks natural breaks classification outperforms similar methods in terms of resource utilization and acceptance ratio. |
en_US |
dc.language.iso |
en |
en_US |
dc.publisher |
University of Bahrain |
en_US |
dc.subject |
Cloud Computing |
en_US |
dc.subject |
Virtual Network Embedding |
en_US |
dc.subject |
Data Center Network |
en_US |
dc.subject |
Software Defined Networking |
en_US |
dc.subject |
Classification |
en_US |
dc.subject |
Metaheuristics |
en_US |
dc.title |
A Cluster-Oriented Policy for Virtual Network Embedding in SDN-Enabled Distributed Cloud |
en_US |
dc.identifier.doi |
https://dx.doi.org/10.12785/ijcds/120129 |
|
dc.volume |
11 |
en_US |
dc.issue |
1 |
en_US |
dc.pagestart |
365 |
en_US |
dc.pageend |
353 |
en_US |
dc.contributor.authoraffiliation |
L.I.O. Laboratory, Department of Computer Science, University of Oran1 Ahmed Ben Bella, Oran, Algeria |
en_US |
dc.contributor.authoraffiliation |
University of Mostaganem, Mostaganem, Algeria |
en_US |
dc.source.title |
International Journal of Computing and Digital Systems |
en_US |
dc.abbreviatedsourcetitle |
IJCDS |
en_US |