A Framework for Supporting Intelligent Fault and Performance Management for Communication Networks

A Framework for Supporting Intelligent Fault and Performance Management for Communication Networks

Title : A Framework for Supporting Intelligent Fault and Performance Management for Communication Networks
Authors :
Li, Hongjun
Baras, John, S.
Conference : IFIP / IEEE MMNS 2001 Vol. 2216, pp. 227-240 Full Text Paper:
Date: October 29 - November 01, 2001

In this paper, we present a framework for supporting intelligent fault and performance management for communication networks.Belief networks are taken as the basis for knowledge representation and inference under evidence. When using belief networks for diagnosis, we identify two questions: When can I say that I get the right diagnosis and stop? If right diagnosis has not been obtained yet, which test should I choose next? For the first question, we define the notion of right diagnosis via the introduction of intervention networks. For the second question, we formulate the decision making procedure using the framework of partially observable Markov decision processes. A heuristic dynamic strategy is proposed to solve this problem and the effectiveness is shown via simulation.

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