DocumentCode :
292085
Title :
Near-optimal sequential testing algorithms for multiple fault isolation
Author :
Shakeri, M. ; Pattipati, K.R. ; Raghavan, V. ; Deb, S.
Author_Institution :
Dept. of Electr. & Syst. Eng., Connecticut Univ., Storrs, CT, USA
Volume :
2
fYear :
1994
fDate :
2-5 Oct 1994
Firstpage :
1908
Abstract :
In this paper, we consider the problem of constructing near-optimal test sequencing algorithms for diagnosing multiple faults. The computational complexity of solving the optimal multiple-fault isolation problem is super-exponential, that is, it is much more difficult than the single-fault isolation problem, which in itself is an NP-hard problem. Our approach is to extend the single fault sequential testing algorithms of our previous work (1990, 1991) to a class of sure strategies for diagnosing multiple faults. The proposed static diagnostic strategies are illustrated using several examples. Computational results based on real-world systems indicate that these static strategies can be used on systems with as many as 600 failure sources and 600 tests. Further, using sure strategies, an online test strategy generation program has been implemented to diagnose multiple faults in larger systems with as many as 10,000 failure sources
Keywords :
computational complexity; fault diagnosis; fault trees; large-scale systems; logic testing; optimisation; probability; set theory; NP-hard problem; computational complexity; conditional probability; fault diagnosis; multiple fault isolation; near-optimal sequential testing algorithms; static diagnostic strategies; sure strategies; Aircraft; Artificial intelligence; Circuit faults; Computational complexity; Fault diagnosis; Maintenance engineering; NP-hard problem; Sequential analysis; Space stations; System testing; Systems engineering and theory; Telescopes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1994. Humans, Information and Technology., 1994 IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
0-7803-2129-4
Type :
conf
DOI :
10.1109/ICSMC.1994.400130
Filename :
400130
Link To Document :
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