A multi-order probabilistic approach for Instantaneous Angular Speed tracking debriefing of the CMMNO'14 diagnosis contest

被引:101
作者
Leclere, Quentin [1 ]
Andre, Hugo [2 ]
Antoni, Jerome [1 ]
机构
[1] INSA Lyon, Lab Vibrat Acoust, 25 Bis Ave Jean Capelle, F-69621 Villeurbanne, France
[2] Maia Eolis, Tour Lille 19 Etage Bd Turin, F-59777 Lille, France
关键词
Instantaneous Angular Speed; Wind turbines; Order tracking; Demodulation; Virtual tacho; TIME-FREQUENCY ANALYSIS; VIBRATION ANALYSIS; FAULT-DETECTION; SIGNAL; CYCLOSTATIONARITY; ACCELERATION; METHODOLOGY; COMPONENTS; SEPARATION; GEARBOX;
D O I
10.1016/j.ymssp.2016.02.053
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The aim of this work is to propose a novel approach for the estimation of the Instantaneous Angular Speed (IAS) of rotating machines from vibration measurements. This work is originated, from the organisation, by the authors of this paper, of a contest during the conference CMMNO 2014, that was held in Lyon, December 2014. One purpose of the contest was to extract the IAS of a wind turbine from a gearbox accelerometer signal. The analysis of contestant contributions led to the observation that the main source of error in this exercise was the wrong association of one selected and tracked harmonic component with one mechanical periodic phenomenon, this association being assumed as an a priori hypothesis by all the methods used by the contestants. The approach proposed in this work does not need this kind of a priori assumption. A majority (but not necessarily all) periodical mechanical events are considered from a preliminary analysis of the kinematics of the machine (harmonics of shaft rotation speeds, meshing frequencies, etc.). The IAS is then determined from probability density functions that are constructed from instantaneous spectra of the signal. The efficiency and robustness of the proposed approach are illustrated in the frame of the CMMNO 2014 contest case. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:375 / 386
页数:12
相关论文
共 60 条
[1]   Deterministic-random separation in nonstationary regime [J].
Abboud, D. ;
Antoni, J. ;
Sieg-Zieba, S. ;
Eltabach, M. .
JOURNAL OF SOUND AND VIBRATION, 2016, 362 :305-326
[2]   Angle\time cyclostationarity for the analysis of rolling element bearing vibrations [J].
Abboud, Dany ;
Antoni, Jerome ;
Eltabach, Mario ;
Sieg-Zieba, Sophie .
MEASUREMENT, 2015, 75 :29-39
[3]   Precision of the IAS monitoring system based on the elapsed time method in the spectral domain [J].
Andre, H. ;
Girardin, F. ;
Bourdon, A. ;
Antoni, J. ;
Remond, D. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2014, 44 (1-2) :14-30
[4]   Cyclostationary modelling of rotating machine vibration signals [J].
Antoni, J ;
Bonnardot, F ;
Raad, A ;
El Badaoui, M .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2004, 18 (06) :1285-1314
[5]  
Antoni J, 2002, J SOUND VIB, V257, P815, DOI [10.1006/jsvi.2002.5062, 10.1006/jsvi.5062]
[6]   Cyclostationarity by examples [J].
Antoni, Jerome .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (04) :987-1036
[7]   IFESIS: Instantaneous frequencies estimation via subspace invariance properties of wavelet structures [J].
Antoniadis, Ioannis A. ;
Yiakopoulos, Christos T. ;
Gryllias, Konstantinos C. ;
Rodopoulos, Konstantinos I. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2014, 49 (1-2) :264-284
[8]   Fault diagnosis of rotating machinery using an intelligent order tracking system [J].
Bai, MS ;
Huang, JM ;
Hong, MH ;
Su, FC .
JOURNAL OF SOUND AND VIBRATION, 2005, 280 (3-5) :699-718
[9]   THE CALCULATION OF INSTANTANEOUS FREQUENCY AND INSTANTANEOUS BANDWIDTH [J].
BARNES, AE .
GEOPHYSICS, 1992, 57 (11) :1520-1524
[10]   ESTIMATING AND INTERPRETING THE INSTANTANEOUS FREQUENCY OF A SIGNAL .2. ALGORITHMS AND APPLICATIONS [J].
BOASHASH, B .
PROCEEDINGS OF THE IEEE, 1992, 80 (04) :540-568