An investigation of the effects of measurement noise in the use of instantaneous angular speed for machine diagnosis

被引:76
作者
Gu, Fengshou
Yesilyurt, Isa
Li, Yuhua
Harris, Georgina
Ball, Andrew
机构
[1] Univ Manchester, Manchester Sch Engn, Manchester M13 9PL, Lancs, England
[2] Afyon Kocatepe Univ, TR-6400 Usak, Turkey
关键词
instantaneous angular speed; shaft encoder; measurement noise; fault diagnosis; frequency modulation; condition monitoring;
D O I
10.1016/j.ymssp.2005.02.001
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In order to discriminate small changes for early fault diagnosis of rotating machines, condition monitoring demands that the measurement of instantaneous angular speed (IAS) of the machines be as accurate as possible. This paper develops the theoretical basis and practical implementation of IAS data acquisition and IAS estimation when noise influence is included. IAS data is modelled as a frequency modulated signal of which the signal-to-noise ratio can be improved by using a high-resolution encoder. From this signal model and analysis, optimal configurations for IAS data collection are addressed for high accuracy IAS measurement. Simultaneously, a method based on analytic signal concept and fast Fourier transform is also developed for efficient and accurate estimation of IAS. Finally, a fault diagnosis is carried out on an electric induction motor driving system using IAS measurement. The diagnosis results show that using a high-resolution encoder and a long data stream can achieve noise reduction by more than 10 dB in the frequency range of interest, validating the model and algorithm developed. Moreover, the results demonstrate that IAS measurement outperforms conventional vibration in diagnosis of incipient faults of motor rotor bar defects and shaft misalignment. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1444 / 1460
页数:17
相关论文
共 13 条
[1]  
BENSASI A, 2001, P 14 INT C COND MON, P311
[2]   ESTIMATING AND INTERPRETING THE INSTANTANEOUS FREQUENCY OF A SIGNAL .1. FUNDAMENTALS [J].
BOASHASH, B .
PROCEEDINGS OF THE IEEE, 1992, 80 (04) :520-538
[3]   Damage diagnosis of rotors: Application of Hilbert transform and multihypothesis testing [J].
Feldman, M ;
Seibold, S .
JOURNAL OF VIBRATION AND CONTROL, 1999, 5 (03) :421-442
[4]   An analytical approach to solving motor vibration problems [J].
Finley, WR ;
Hodowanec, MM ;
Holter, WG .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2000, 36 (05) :1467-1480
[5]   Instantaneous frequency estimation and measurement: a quasi-local method [J].
Girolami, G ;
Vakman, D .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2002, 13 (06) :909-917
[6]   Non-parametric models in the monitoring of engine performance and condition - Part 2: non-intrusive estimation of diesel engine cylinder pressure and its use in fault detection [J].
Gu, F ;
Jacob, PJ ;
Ball, AD .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 1999, 213 (D2) :135-143
[7]   The measurement of instantaneous angular speed [J].
Li, YH ;
Gu, FS ;
Harris, G ;
Ball, A ;
Bennett, N ;
Travis, K .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2005, 19 (04) :786-805
[8]  
SATO K, 1988, IEEE T COMMUN, V33, P417
[9]  
SHABMUGAM KS, 1985, DIGITAL ANALOGUE COM
[10]   Gear transmission error measurement using phase demodulation [J].
Sweeney, PJ ;
Randall, RB .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 1996, 210 (03) :201-213