Induction machine condition monitoring with higher order spectra

被引:110
作者
Arthur, N [1 ]
Penman, J
机构
[1] Dev Engn Int Ltd, Aberdeen AB21 7HG, Scotland
[2] Univ Aberdeen, Dept Engn, Aberdeen AB24 3UE, Scotland
关键词
condition monitoring; higher order spectra; induction machine;
D O I
10.1109/41.873211
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a novel method of detecting and unambiguously diagnosing the type and magnitude of three induction machine fault conditions from the single sensor measurement of the radial electromagnetic machine vibration. The detection mechanism is based on the hypothesis that the induction machine can be considered as a simple system, and that the action of the fault conditions are to alter the output of the system in a characteristic and predictable fashion. Further, the change in output and fault condition can be correlated allowing explicit fault identification. Using this technique, there is no requirement for a priori data describing machine fault conditions, the method is equally applicable to both sinusoidally and inverter-fed induction machines and is generally invariant of both the induction machine load and speed. The detection mechanisms are rigorously examined theoretically and experimentally, and it is shown that a robust and reliable induction machine condition-monitoring system has been produced. Further, this technique is developed into a software-based automated commercially applicable system.
引用
收藏
页码:1031 / 1041
页数:11
相关论文
共 25 条
[1]   Inverter fed induction machine condition monitoring using the bispectrum [J].
Arthur, N ;
Penman, J .
PROCEEDINGS OF THE IEEE SIGNAL PROCESSING WORKSHOP ON HIGHER-ORDER STATISTICS, 1997, :67-71
[2]  
Arthur N, 1998, IEEE IND ELEC, P1889, DOI 10.1109/IECON.1998.723030
[3]  
ARTHUR N, 1998, THESIS U ABERDEEN AB
[4]  
Barbour A, 1997, IEE CONF PUBL, P150, DOI 10.1049/cp:19971057
[5]  
Barry T, 1997, PROF ENG, V10, P21
[6]  
BURNETT R, 1995, ELECT MACH DRIVES, P156
[7]   A NEURAL NETWORK APPROACH TO REAL-TIME CONDITION MONITORING OF INDUCTION-MOTORS [J].
CHOW, MY ;
MANGUM, PM ;
YEE, SO .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1991, 38 (06) :448-453
[8]   Semiblind identification of nonminimum-phase ARMA models via order recursion with higher order cumulants [J].
Chow, TWS ;
Tan, HZ .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1998, 45 (04) :663-671
[9]   Three phase induction machines asymmetrical faults identification using bispectrum [J].
Chow, TWS ;
Fei, G .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 1995, 10 (04) :688-693
[10]  
Deleroi W., 1982, International Conference on Electrical Machines, P767