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Sequential Diagnosis by Abstraction

Siddiqi, Sajjad; Huang, Jinbo


When a system behaves abnormally, sequential diagnosis takes a sequence of measurements of the system until the faults causing the abnormality are identified, and the goal is to reduce the diagnostic cost, defined here as the number of measurements. To propose measurement points, previous work employs a heuristic based on reducing the entropy over a computed set of diagnoses. This approach generally has good performance in terms of diagnostic cost, but can fail to diagnose large systems when...[Show more]

CollectionsANU Research Publications
Date published: 2011
Type: Journal article
Source: Journal of Artificial Intelligence Research
DOI: 10.1613/jair.3296


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