DocumentCode
1859075
Title
An integrated toolset for ontology-guided diagnostic knowledge discovery
Author
Strasser, Shane ; Howard, Eben ; Sheppard, John
Author_Institution
Dept. of Comput. Sci., Montana State Univ., Bozeman, MT, USA
fYear
2012
fDate
10-13 Sept. 2012
Firstpage
280
Lastpage
290
Abstract
Today´s diagnostic systems can generate a large amount data. Data from sources such as onboard reasoners and historical maintenance data are often stored in heterogeneous systems and cannot be collected immediately and aggregated for use. In our previous work we described a software visualization tool that allowed integration of different data sources and displayed the data with elements organized according to maintenance-oriented ontologies. This tool allows users to search quickly through available data to locate interesting relationships in the sequences of maintenance events. Additional previous work described a diagnostic maturation tool, called ModelMat, that updates causal relationships in a Timed Failure Propagation Graph based on historical diagnostic session data. In this paper, we present an update to both of these projects discussing enhancements to each as well as work in progress to create a single, integrated toolset, called Bobcat, to support ontology-guided diagnostic knowledge discovery.
Keywords
data mining; ontologies (artificial intelligence); Bobcat; ModelMat; diagnostic maturation tool; historical diagnostic session data; maintenance-oriented ontologies; ontology-guided diagnostic knowledge discovery; software visualization tool; timed failure propagation graph; Databases; IEEE standards; Maintenance engineering; OWL; Ontologies; Software;
fLanguage
English
Publisher
ieee
Conference_Titel
AUTOTESTCON, 2012 IEEE
Conference_Location
Anaheim, CA
ISSN
1088-7725
Print_ISBN
978-1-4673-0698-0
Type
conf
DOI
10.1109/AUTEST.2012.6334527
Filename
6334527
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