Fault Detection of Water Hydraulic Motor by Demodulated Vibration Signal Analysis with the Hilbert Transform and Genetic Algorithm

被引:4
作者
Wang, Qingjun [1 ]
Chen, Hanxin [1 ]
Chua, Patrick [2 ]
Hian, Lim Geok [2 ]
机构
[1] Wuhan Inst Technol, Sch Mech & Elect Engn, Wuhan 430073, Hubei, Peoples R China
[2] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore 639798, Singapore
关键词
fault detection; Hilbert transform; water hydraulic motor; genetic algorithm; DIAGNOSIS; RIPPLE;
D O I
10.1520/JTE102905
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The vibration signals analysis from the water hydraulic motor is the most modern technique for fault detection of water hydraulic motor. The machine's residual life is estimated by the detection of the fault presence and type at an earlier stage for the adequate plan of maintenance. The most important components in the impulsive vibration signal spectra are the rotational frequency and its harmonics as well as sidebands due to modulation phenomena. This paper studied the fault detection of fluid machines by the demodulated frequency components of the periodic impulse vibration signal. We apply the Hilbert transform to demodulate the characteristic envelope of the periodic impulsive signal to show the fundamental frequencies. The adaptive spectrogram is optimized to get the optimal parameters to show the characteristic frequencies of the Hilbert transform-based envelope of the vibration signals. The results show that it is applicable and effective to fault detection of water hydraulic motor by analyzing the demodulated frequency components of the periodic impulsive signal.
引用
收藏
页码:150 / 157
页数:8
相关论文
共 16 条
[1]   Vibration analysis of constant power regulated swash plate axial piston pumps [J].
Bahr, MK ;
Svoboda, J ;
Bhat, RB .
JOURNAL OF SOUND AND VIBRATION, 2003, 259 (05) :1225-1236
[2]   Vibration analysis with lifting scheme and generalized cross validation in fault diagnosis of water hydraulic system [J].
Chen, H. X. ;
Chua, Patrick S. K. ;
Lim, G. H. .
JOURNAL OF SOUND AND VIBRATION, 2007, 301 (3-5) :458-480
[3]   THE SECONDARY SOURCE METHOD FOR THE MEASUREMENT OF PUMP PRESSURE RIPPLE CHARACTERISTICS .1. DESCRIPTION OF METHOD [J].
EDGE, KA ;
JOHNSTON, DN .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART A-JOURNAL OF POWER AND ENERGY, 1990, 204 (01) :33-40
[4]   Non-linear free vibration identification via the Hilbert transform [J].
Feldman, M .
JOURNAL OF SOUND AND VIBRATION, 1997, 208 (03) :475-489
[5]  
Goldberg G. E., 1999, GENETIC ALGORITHMS S
[6]   Intelligent fault diagnosis in power plant using empirical mode decomposition, fuzzy feature extraction and support vector machines [J].
Hu, Q ;
He, ZJ ;
Zi, YY ;
Zhang, ZS ;
Lei, YG .
DAMAGE ASSESSMENT OF STRUCTURES VI, 2005, 293-294 :373-381
[7]   Wavelet Transform-based Higher-order Statistics for Fault Diagnosis in Rolling Element Bearings [J].
Li, Fucai ;
Meng, Guang ;
Ye, Lin ;
Chen, Peng .
JOURNAL OF VIBRATION AND CONTROL, 2008, 14 (11) :1691-1709
[8]  
Liu Zhansheng, 2007, Chinese Journal of Mechanical Engineering, V43, P227, DOI 10.3901/JME.2007.10.227
[9]  
[马波 Ma Bo], 2005, [北京化工大学学报. 自然科学版, Journal of Beijing University of Chemical Technology. Natural Science Edition], V32, P92
[10]   The discharge flow ripple of an axial-piston swash-plate type hydrostatic pump [J].
Manring, ND .
JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2000, 122 (02) :263-268