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A hidden Markov model-based algorithm for fault...
Journal article

A hidden Markov model-based algorithm for fault diagnosis with partial and imperfect tests

Abstract

We present a hidden Markov model (HMM) based algorithm for fault diagnosis in systems with partial and imperfect tests. The HMM-based algorithm finds the most likely state evolution, given a sequence of uncertain test outcomes over time. We also present a method to estimate online the HMM parameters, namely, the state transition probabilities, the instantaneous probabilities of test outcomes given the system state and the initial state …

Authors

Ying J; Kirubarajan T; Pattipati KR; Patterson-Hine A

Journal

IEEE Transactions on Human-Machine Systems, Vol. 30, No. 4, pp. 463–473

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Publication Date

2000

DOI

10.1109/5326.897073

ISSN

2168-2291