A semantic knowledge model for agent-based network management system

Sameera Abar, Hideaki Hatori, Toru Abe, Tetsuo Kinoshita

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Key to automated network management lies in the leveraging of the network knowledge resources to reduce the communication complexity. This paper proposes a generic framework for representing the knowledge semantics of multi-agent based data communication Network Management Systems (NMS). We focus our attention to the fault diagnosis functional area which is considered as the most crucial regarding the management of networked systems. The proposed network knowledge model adopts the holistic approach based on the CommonKADS methodology [2] for modularizing the elusive structures of network knowledge to facilitate its reusability and share- ability. The network static configurational knowledge is identified as domain knowledge ontology, whereas the static status inference knowledge is represented as multi-agent based fault-state causal reasoning models. The complex experiential knowledge of network management is formalized as task knowledge ontology. We envisage this model-based diagnosis approach as the first step towards the comprehensive knowledge acquisition, representation and dissemination in the network management domain.

Original languageEnglish
Title of host publicationSoft Computing as Transdisciplinary Science and Technology - Proceedings of the 4th IEEE International Workshop, WSTST 2005
Pages808-818
Number of pages11
EditionAISC
Publication statusPublished - 2005 Dec 1
Event4th IEEE International Workshop on Soft Computing as Transdisciplinary Science and Technology, WSTST 2005 - Muroran, Japan
Duration: 2005 May 252005 May 27

Publication series

NameAdvances in Soft Computing
NumberAISC
ISSN (Print)1615-3871
ISSN (Electronic)1860-0794

Other

Other4th IEEE International Workshop on Soft Computing as Transdisciplinary Science and Technology, WSTST 2005
Country/TerritoryJapan
CityMuroran
Period05/5/2505/5/27

ASJC Scopus subject areas

  • Computer Science (miscellaneous)
  • Computational Mechanics
  • Computer Science Applications

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