Application of Ontology Guided Search for Improved Equipment Diagnosis in a Vehicle Assembly Plant

被引:5
作者
Chougule, Rahul [1 ]
Chakrabarty, Sugato [1 ]
机构
[1] Gen Motors R&D, India Sci Lab, Bangalore, Karnataka, India
来源
2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING | 2009年
关键词
D O I
10.1109/COASE.2009.5234132
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the body shop of an automobile assembly plant, having access to correct and timely diagnostic information is very important for solving equipment and tooling maintenance problems. Variation Reduction Adviser (VRA) is an internal General Motors (GM) system that contains information related to the problems encountered in process, their root cause and possible solutions. This paper presents our work on ontology based diagnosis, where, a thesaurus (which is a simple form of ontology) has been used for retrieving diagnostic information. A thesaurus has been developed from existing problem descriptions and their solutions written in a natural language (such as English). A systematic methodology has been developed for the creation of a thesaurus. The results of ontology based diagnostic information retrieval have been compared with 'exact match' information retrieval.
引用
收藏
页码:90 / 95
页数:6
相关论文
共 9 条
[1]  
CAFEO J, 2001, P 14 INT FLA AI RES
[2]   Ontology research and development. Part I - a review of ontology generation [J].
Ding, Y ;
Foo, S .
JOURNAL OF INFORMATION SCIENCE, 2002, 28 (02) :123-136
[3]   A TRANSLATION APPROACH TO PORTABLE ONTOLOGY SPECIFICATIONS [J].
GRUBER, TR .
KNOWLEDGE ACQUISITION, 1993, 5 (02) :199-220
[4]  
Hou X., 2005, P 3 INT C INF TECHN
[5]  
Jing Y., 2007, P 6 WSEAS INT C APPL
[6]  
MORGAN A, 2004, P IAAI JUL
[7]  
Reinberger Marie-Laure, 2004, P ODBASE 04
[8]  
Saxena A., 2005, P IEEE AUT
[9]   A Web-based CBR knowledge management system for PC troubleshooting [J].
Wang, SL ;
Hsu, SH .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2004, 23 (7-8) :532-540