Hybrid inference architecture and model for self-healing system

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

Abstract

Distributed computing systems are continuously increasing in complexity and cost of managing, and system management tasks require significantly higher levels of autonomic management. In distributed computing, system management is changing from a conventional central administration, to autonomic computing. However, most existing research focuses on healing after a problem has already occurred. In order to solve this problem, an inference model is required to recognize operating environments and predict error occurrence. In this paper, we proposed a hybrid inference model - ID3, Fuzzy Logic, FNN and Bayesian Network - through four algorithms supporting self-healing in autonomic computing. This inference model adopts a selective healing model, according to system situations for self-diagnosing and prediction of problems using four algorithms. Therefore, correction of error prediction becomes possible. In this paper, a hybrid inference model is adopted to evaluate the proposed model in a self-healing system. In addition, inference is compared with existing research and the effectiveness is demonstrated by experiment.

Original languageEnglish
Title of host publicationManagement of Convergence Networks and Services - 9th Asia-Pacific Network Operations and Management Symposium, APNOMS 2006, Proceedings
PublisherSpringer Verlag
Pages566-569
Number of pages4
ISBN (Print)3540457763, 9783540457763
StatePublished - 2006
Event9th Asia-Pacific Network Operations and Management Symposium, APNOMS 2006 - Busan, Korea, Republic of
Duration: 27 Sep 200629 Sep 2006

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4238 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference9th Asia-Pacific Network Operations and Management Symposium, APNOMS 2006
Country/TerritoryKorea, Republic of
CityBusan
Period27/09/0629/09/06

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