Sequential multiple hypothesis testing and efficient fault detection-isolation in stochastic systems

Authors
Citation
Tl. Lai, Sequential multiple hypothesis testing and efficient fault detection-isolation in stochastic systems, IEEE INFO T, 46(2), 2000, pp. 595-608
Citations number
35
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON INFORMATION THEORY
ISSN journal
00189448 → ACNP
Volume
46
Issue
2
Year of publication
2000
Pages
595 - 608
Database
ISI
SICI code
0018-9448(200003)46:2<595:SMHTAE>2.0.ZU;2-4
Abstract
This paper develops information-theoretic bounds for sequential multihypoth esis testing and fault detection in stochastic systems. Making use of these bounds and likelihood methods, it provides a new unified approach to effic ient detection of abrupt changes in stochastic systems and isolation of the source of the change upon its detection, The approach not only generalizes previous work in the literature on asymptotically optimal detection-isolat ion far beyond the relatively simple models treated but also suggests alter native performance criteria which are more tractable and more appropriate f or general stochastic systems.