Conditional moments analysis of transients with application to helicopter fault data

被引:35
作者
Loughlin, P [1 ]
Cakrak, F [1 ]
Cohen, L [1 ]
机构
[1] Univ Pittsburgh, Dept Elect Engn, Pittsburgh, PA 15261 USA
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
D O I
10.1006/mssp.1999.1287
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Conditional time-frequency moments are discussed and applied to the Westland helicopter test data. The conditional moments we use have a simple physical interpretation, namely, they are the mean, median and mode frequencies at a given time, and the spread about the mean frequency at a given time (the 'instantaneous spectral bandwidth'). We show that they characterise the faults well and can differentiate between different fault classes. Using spectrograms for their calculation enables real-time computation. Accordingly, these conditional moments are a sparse feature set that can potentially serve as an on-line diagnostic tool for detecting and monitoring developing faults. (C) 2000 Academic Press.
引用
收藏
页码:511 / 522
页数:12
相关论文
共 23 条
[1]   Applications of time-frequency analysis to signals from manufacturing and machine monitoring sensors [J].
Atlas, LE ;
Bernard, GD ;
Narayanan, SB .
PROCEEDINGS OF THE IEEE, 1996, 84 (09) :1319-1329
[2]   ELECTROMAGNETIC PRODUCTION OF HYPERNUCLEI [J].
COHEN, J .
INTERNATIONAL JOURNAL OF MODERN PHYSICS A, 1989, 4 (01) :1-78
[3]  
Cohen L., 1995, TIME FREQUENCY ANAL
[4]  
COHEN L, 1988, P SPIE INT SOC OPT E, V975, P186
[5]  
FORRESTER D, 1990, P 44 M MECH FAIL PRE, P225
[6]  
FORRESTER D, 1992, TIME FREQUENCY SIGNA, pCH18
[7]  
GROUTAGE D, IN PRESS IEEE T SIGN
[8]  
LOUGHLIN P, 1997, MECH SYSTEMS SIGNAL
[9]  
LOUGHLIN P, 1995, P 49 M SOC MACH FAIL, P305
[10]   Spectrographic measurement of instantaneous frequency and the time-dependent weighted frequency [J].
Loughlin, PJ .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1999, 105 (01) :264-274