DocumentCode
3642828
Title
Fault diagnosis using consensus of Markov chains
Author
Dejan P. Jovanović;Philip K. Pollett
Author_Institution
Department of Mathematics, The University of Queensland, Qld 4072 Australia
fYear
2011
fDate
6/1/2011 12:00:00 AM
Firstpage
65
Lastpage
71
Abstract
A fault diagnosis procedure is proposed based on consensus in a group of local agents/experts. Local models are represented by Markov chains and modelling consensus as a mixture of these allows estimation of optimal ratings using an EM framework. To deal with the unobservable case the procedure is extended to accommodate Hidden Markov models (HMMs).
Keywords
"Hidden Markov models","Markov processes","Fault diagnosis","Mathematical model","Probabilistic logic","Yttrium","Convergence"
Publisher
ieee
Conference_Titel
Dependable Control of Discrete Systems (DCDS), 2011 3rd International Workshop on
Print_ISBN
978-1-4244-8969-5
Type
conf
DOI
10.1109/DCDS.2011.5970320
Filename
5970320
Link To Document