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Erschienen in: Computing 12/2020

25.08.2020 | Regular Paper

Towards a holistic semantic support for context-aware network monitoring

An ontology-based approach

verfasst von: Paulo Carvalho, Solange Rito Lima, Luis Álvarez Sabucedo, Juan M. Santos-Gago, João Marco C. Silva

Erschienen in: Computing | Ausgabe 12/2020

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Abstract

Monitoring current communication networks and services is an increasingly complex task as a result of a growth in the number and variety of components involved. Moreover, different perspectives on network monitoring and optimisation policies must be considered to meet context-dependent monitoring requirements. To face these demanding expectations, this article proposes a semantic-based approach to support the flexible configuration of context-aware network monitoring, where traffic sampling is used to improve efficiency. Thus, a semantic layer is proposed to provide with a standard and interoperable description of the elements, requirements and relevant features in the monitoring domain. On top of this description, semantic rules are applied to make decisions regarding monitoring and auditing policies in a proactive and context-aware manner. Use cases focusing on traffic accounting and traffic classification as monitoring tasks are also provided, demonstrating the expressiveness of the ontology and the contribution of smart SWRL rules for recommending optimised configuration profiles.

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Fußnoten
1
The parameter in SystC indicates that one packet is collected each one hundred or one thousand packets, respectively.
 
2
The notion of heavy hitter refers to 20% of the largest flows in terms of number of packets.
 
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Metadaten
Titel
Towards a holistic semantic support for context-aware network monitoring
An ontology-based approach
verfasst von
Paulo Carvalho
Solange Rito Lima
Luis Álvarez Sabucedo
Juan M. Santos-Gago
João Marco C. Silva
Publikationsdatum
25.08.2020
Verlag
Springer Vienna
Erschienen in
Computing / Ausgabe 12/2020
Print ISSN: 0010-485X
Elektronische ISSN: 1436-5057
DOI
https://doi.org/10.1007/s00607-020-00840-7

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