The application of correlation dimension in gearbox condition monitoring

被引:78
作者
Jiang, JD [1 ]
Chen, J
Qu, LS
机构
[1] Shanghai Jiao Tong Univ, State Key Lab Vibrat Shock & Noise, Shanghai 200030, Peoples R China
[2] Xian Jiao Tong Univ, Res Inst Machinery Diagnost & Cybernet, Xian 710049, Peoples R China
关键词
D O I
10.1006/jsvi.1998.2161
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper reports a study of correlation dimension in gearbox condition monitoring. In contrast to other fault diagnosis methods, such as Fourier spectrum analysis? time-frequency analysis, etc., the correlation dimension can provide some intrinsic information of an underlying dynamic system reconstructed from measured scalar time series. A three-stage analysis procedure using correlation dimension is presented. Some important influencing factors relating directly to the computational precision of correlation dimension are discussed. Industrial gearbox vibration signals measured from different operating conditions are analyzed using the above method. Results show that the correlation dimension is able to identify clearly a gearbox-operating condition with fatigue crack or broken tooth compared with the normal condition. (C) 1999 Academic Press.
引用
收藏
页码:529 / 541
页数:13
相关论文
共 21 条
[1]   THE ANALYSIS OF OBSERVED CHAOTIC DATA IN PHYSICAL SYSTEMS [J].
ABARBANEL, HDI ;
BROWN, R ;
SIDOROWICH, JJ ;
TSIMRING, LS .
REVIEWS OF MODERN PHYSICS, 1993, 65 (04) :1331-1392
[2]  
BAKER GL, 1990, CHAOTIC DYNAMICS INT, P1
[3]   Gear crack detection by adaptive amplitude and phase demodulation [J].
Brie, D ;
Tomczak, M ;
Oehlmann, H ;
Richard, A .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (01) :149-167
[4]   EXTRACTING QUALITATIVE DYNAMICS FROM EXPERIMENTAL-DATA [J].
BROOMHEAD, DS ;
KING, GP .
PHYSICA D, 1986, 20 (2-3) :217-236
[5]   AN ANALYTICAL STUDY OF AUTOMOTIVE NEUTRAL GEAR RATTLE [J].
COMPARIN, RJ ;
SINGH, R .
JOURNAL OF MECHANICAL DESIGN, 1990, 112 (02) :237-245
[6]  
DOOLEY KJ, 1995, P 4 IND ENG RES C
[7]   ON DETERMINING THE DIMENSION OF CHAOTIC FLOWS [J].
FROEHLING, H ;
CRUTCHFIELD, JP ;
FARMER, D ;
PACKARD, NH ;
SHAW, R .
PHYSICA D, 1981, 3 (03) :605-617
[8]   MEASURING THE STRANGENESS OF STRANGE ATTRACTORS [J].
GRASSBERGER, P ;
PROCACCIA, I .
PHYSICA D, 1983, 9 (1-2) :189-208
[9]  
KARGIANNIS K, 1991, NONLINEAR DYNAM, V2, P36
[10]   A CORRELATION-FUNCTION FOR CHOOSING TIME DELAYS IN-PHASE PORTRAIT RECONSTRUCTIONS [J].
KEMBER, G ;
FOWLER, AC .
PHYSICS LETTERS A, 1993, 179 (02) :72-80