Classification of radial compressor faults using pattern-recognition techniques

被引:23
作者
Aretakis, N [1 ]
Mathioudakis, K [1 ]
机构
[1] Natl Tech Univ Athens, Dept Mech Engn, Lab Thermal Turbomachines, Athens 15710, Greece
关键词
pattern recognition; radial compressor; diagnostics; gas turbines;
D O I
10.1016/S0967-0661(98)00085-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An application of pattern-recognition techniques for the classification of faults in a radial compressor is presented. A number of mechanical alterations, simulating faults, are introduced in a test compressor. They include the insertion of an inlet obstruction, an obstruction in a diffuser passage, variation of impeller tip clearance and impeller fouling. Two kinds of measurements, namely sound emission and casing vibration, are examined. Three kinds of pattern-recognition techniques with increasing complexity are used in order to classify the examined faults correctly according to engine condition. The possibility of using each one of these techniques for diagnosing faults in a radial compressor is also examined. It is demonstrated that minor faults, which do not affect performance, can be identified using the proposed techniques. (C) 1998 Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1217 / 1223
页数:7
相关论文
共 4 条
[1]  
ARETAKIS N, 1996, 41 ASME INT GAS TURB
[2]   A PROCEDURE FOR AUTOMATED GAS-TURBINE BLADE FAULT IDENTIFICATION BASED ON SPECTRAL PATTERN-ANALYSIS [J].
LOUKIS, E ;
MATHIOUDAKIS, K ;
PAPAILIOU, K .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 1992, 114 (02) :201-208
[3]   OPTIMIZING AUTOMATED GAS-TURBINE FAULT-DETECTION USING STATISTICAL PATTERN-RECOGNITION [J].
LOUKIS, E ;
MATHIOUDAKIS, K ;
PAPAILIOU, K .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 1994, 116 (01) :165-171
[4]  
Mathioudakis K., 1995, 40 ASME INT GAS TURB