Fault detection in internal combustion engines using fuzzy logic

被引:16
作者
Celik, M. B. [1 ]
Bayir, R.
机构
[1] Zonguldak Karaelmas Univ, Tech Educ Fac, Dept Automot, TR-78050 Karabuk, Turkey
[2] Zonguldak Karaelmas Univ, Tech Educ Fac, Dept Elect & Comp, Karabuk, Turkey
关键词
internal combustion engine; fuzzy logic; fault detection;
D O I
10.1243/09544070JAUTO366
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this study, a complementary fuzzy-logic-based fault diagnosis system was developed to diagnose the faults of an internal combustion engine (ICE) and the system incorporated with an engine test stand. The input variables of the fuzzy logic classifier were acquired via a data acquisition card and RS-232 port. The rule base of this system was developed by considering the theoretical knowledge, the expert knowledge, and the experiment results. The accuracy of the fuzzy logic classifier was tested by experimental studies which were performed under different fault conditions. Using the developed fault diagnosis system, ten general faults which were observed in the internal combustion engine were successfully diagnosed in real time. With these characteristics, the system could easily be used for fault diagnosis in test laboratories and in service workshops.
引用
收藏
页码:579 / 587
页数:9
相关论文
共 21 条
[1]  
*ADV CO LTD, 2003, PCI 1710 SER US MAN
[2]  
[Anonymous], 1997, Methodologies of Using Neural Network and Fuzzy Logic Technologies for Motor Incipient Fault Detection
[3]  
Bay OF, 2005, INT J AUTO TECH-KOR, V6, P341
[4]  
BAY OF, 2003, P 3 INT ADV TECHN S, P520
[5]  
COMLY JB, 1991, P SOC PHOTO-OPT INS, V1381, P390, DOI 10.1117/12.25170
[6]  
CROUSE WH, 1993, AUTOMOTIVE MECH, P476
[7]  
FERGUSON CR, 1986, INTERNAL COMBUSTION, P404
[8]   An expert system for engine fault diagnosis: development and application [J].
Gelgele, HL ;
Wang, KS .
JOURNAL OF INTELLIGENT MANUFACTURING, 1998, 9 (06) :539-545
[9]  
HEYWOOD JB, 2000, INTERNAL COMBUSTION, P147
[10]   On fuzzy logic applications for automatic control, supervision, and fault diagnosis [J].
Isermann, R .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1998, 28 (02) :221-235