Automatic Definition and Application of Similarity Measures for Self-Operation of Network

Haitao Tang, Kaj Stenberg, Kasper Apajalahti, Juha Niiranen, Vilho Räisänen

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

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Abstract

Self-operation concept is proposed to learn the past experiences of network operations and apply the learned operation experiences to solve new but similar problems. It works based upon the observation that actions appropriate for achieving an objective resemble each other in similar network contexts. Plenty of such similarities exist at the level of network elements, functions, and their relations. Similarity measure definition and application are essential components for the self-operation to apply the learned operation experiences. This paper provides a solution for self-operation to define and apply two types of similarity measures for two self-operation use cases. The first use case answers how to select a best suitable function to achieve any given objective. The second use case tells how the selected function should be configured with the most optimal parameter values so that the given objective could be achieved. This solution is realized on a demonstrator implementing the self-operation concept. Corresponding experiments are made with the demonstrator. The experimental results show that the solution works well for self-operation as expected.
Original languageEnglish
Title of host publicationMobile Networks and Management
Subtitle of host publication8th International Conference, MONAMI 2016, Abu Dhabi, United Arab Emirates, October 23-24, 2016, Proceedings
Pages206-219
Number of pages14
ISBN (Electronic)9783319527123
DOIs
Publication statusPublished - Jan 2017
MoE publication typeA4 Article in a conference publication
EventInternational Conference on Mobile Networks and Management - Abu Dhabi, United Arab Emirates
Duration: 23 Oct 201624 Oct 2016
Conference number: 8
http://mon-ami.org/2016/

Publication series

Name Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
PublisherSpringer
Volume191
ISSN (Print)1867-8211

Conference

ConferenceInternational Conference on Mobile Networks and Management
Abbreviated titleMONAMI
CountryUnited Arab Emirates
CityAbu Dhabi
Period23/10/201624/10/2016
Internet address

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