An IEEE standards-based visualization tool for knowledge discovery in maintenance event sequences

Author

Schuh, M. ; Sheppard, John ; Strasser, Shane ; Angryk, Rafal ; Izurieta, Clemente

Author_Institution

Dept. of Comput. Sci., Montana State Univ., Bozeman, MT, USA

Volume

28

Issue

7

fYear

2013

fDate

Jul-13

Firstpage

30

Lastpage

39

Abstract

This paper described the initial and ongoing development of a tool that facilitates improved knowledge discovery within maintenance data by transforming data records into ontology-based event graphs and providing several filterable visualizations of event sequences through time. We accomplish several major preprocessing objectives, such as records-to-ontology event mapping and the resolution of date conflicts in the aggregated records of events.

Keywords

IEEE standards; data mining; data visualisation; engineering computing; graph theory; maintenance engineering; ontologies (artificial intelligence); IEEE standards; data record; filterable visualizations; knowledge discovery; maintenance data; maintenance event sequence; major preprocessing objective; ontology based event graphs; visualization tool; Data models; Knowledge discovery; Maintenance engineering; OWL; Object oriented modeling; Ontologies; Standards;

fLanguage

English

Journal_Title

Aerospace and Electronic Systems Magazine, IEEE

Publisher

ieee

ISSN

0885-8985

Type

jour

DOI

10.1109/MAES.2013.6559379

Filename

6559379