Title :
Sequential testing algorithms for multiple fault diagnosis
Author :
Shakeri, Mojdeh ; Raghavan, Vijaya ; Pattipati, Krishna R. ; Patterson-Hine, Ann
Author_Institution :
Mathworks Inc., Natick, MA, USA
fDate :
1/1/2000 12:00:00 AM
Abstract :
We consider the problem of constructing optimal and near-optimal test sequences for multiple fault diagnosis. 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, by itself, is NP-hard. By employing concepts from information theory and AND/OR graph search and by exploiting the single fault testing strategies of Pattipati et al. (1990), we present several test sequencing algorithms for the multiple fault isolation problem. These algorithms provide a trade-off between the degree of suboptimality and computational complexity. Furthermore, we present novel diagnostic strategies that generate a diagnostic directed graph, instead of a traditional diagnostic tree, for multiple fault diagnosis. Using this approach, the storage complexity of the overall diagnostic strategy reduces substantially. The algorithms developed herein have been successfully applied to several real-world systems
Keywords :
computational complexity; directed graphs; fault diagnosis; information theory; search problems; computational complexity; directed graph; graph search; information theory; multiple fault diagnosis; sequential testing; test sequencing; Computational complexity; Costs; Design engineering; Fault diagnosis; Information theory; Monitoring; Product design; Sequential analysis; System testing; Tree graphs;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/3468.823474