DocumentCode :
3392355
Title :
Fuzzy classification for fault isolation in gas turbine engines
Author :
Applebaum, Ellen
Author_Institution :
RSL Electr., Migdal Ha´´Emek, Israel
Volume :
1
fYear :
2001
fDate :
25-28 July 2001
Firstpage :
292
Abstract :
RSLExpert is a fuzzy expert classifier for fault identification that is based upon expert reasoning and diagnosis of trend case residuals that are formed during an airplane\´s first ten seconds of flight. The fuzzy classifier assigns a residual vector of possible fault symptoms (called a Trend Case) to the type(s) of faults and faulty characteristics that may have caused it. The implementation of the classifier allows an expert to modify the fuzzy rule base "on the fly" so that no further recompilations of the model are necessary. The paper addresses the fuzzy diagnosis strategy in the context of building RSL\´s Total Health Usage and Monitoring Systems (THUMS) for the cost-effective safety monitoring of gas turbine jet engines. Alternative and complementary soft computing approaches are also reviewed in the context of building robust THUMS systems
Keywords :
aerospace engines; aircraft; computerised monitoring; diagnostic expert systems; fault location; fuzzy set theory; gas turbines; pattern classification; RSLExpert; Total Health Usage and Monitoring Systems; Trend Case; cost-effective safety monitoring; expert reasoning; fault identification; fault isolation; fault symptoms; faulty characteristics; fuzzy classification; fuzzy diagnosis strategy; fuzzy expert classifier; fuzzy rule base modification; gas turbine jet engines; residual vector; robust THUMS systems; soft computing approaches; trend case residuals; Diagnostic expert systems; Fault diagnosis; Filters; Fuzzy systems; Jet engines; Monitoring; Neural networks; Satellite ground stations; Training data; Turbines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
Type :
conf
DOI :
10.1109/NAFIPS.2001.944267
Filename :
944267
Link To Document :
بازگشت