vNMF: Distributed fault detection using clustering approach for network function virtualization

Network function virtualization introduces additional complexity for network management through the use of virtualization environments. The amount of managed data and the operational complexity increases, which makes service assurance and failure recovery harder to realize. In response to this chall...

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Vydáno v:2015 IFIP IEEE International Symposium on Integrated Network Management (IM) s. 640 - 645
Hlavní autoři: Miyazawa, Masanori, Hayashi, Michiaki, Stadler, Rolf
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.05.2015
Témata:
Clustering algorithms
Fault detection
Hardware
in-network management
Measurement
Monitoring
network function virtualization self-organizing map
Servers
Virtualization
ISSN:1573-0077
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Shrnutí:Network function virtualization introduces additional complexity for network management through the use of virtualization environments. The amount of managed data and the operational complexity increases, which makes service assurance and failure recovery harder to realize. In response to this challenge, the paper proposes a distributed management function, called virtualized network management function (vNMF), to detect failures related to virtualized services. vNMF detects the failures by monitoring physical-layer statistics that are processed with a self-organizing map algorithm. Experimental results show that memory leaks and network congestion failures can be successfully detected and that and the accuracy of failure detection can be significantly improved compared to common k-means clustering.
ISSN:1573-0077
DOI:10.1109/INM.2015.7140349