Application of Hilbert-Huang transform to denoising in vortex flowmeter

被引:22
作者
Sun Zhi-qiang [1 ]
Zhou Jie-min
Zhou Ping
机构
[1] Cent S Univ, Sch Energy Sci & Engn, Changsha 410083, Peoples R China
[2] Zhejiang Univ, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
来源
JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY | 2006年 / 13卷 / 05期
基金
高等学校博士学科点专项科研基金;
关键词
flow measurement; vortex flowmeter; denoising; Hilbert-Huang transform; signal processing;
D O I
10.1007/s11771-006-0076-7
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
Due to piping vibration, fluid pulsation and other environmental disturbances, variations of amplitude and frequency to the raw signals of vortex flowmeter are imposed. It is difficult to extract vortex frequencies which indicate volumetric flowrate from noisy data, especially at low flowrates. Hilbert-Huang transform was adopted to estimate vortex frequency. The noisy raw signal was decomposed into different intrinsic modes by empirical mode decompositioni the time-frequency characteristics of each mode were analyzed, and the vortex frequency was obtained by calculating partial mode's instantaneous frequency. Experimental results show that the proposed method can estimate the vortex frequency with less than 2% relative error; and in the low flowrate range studied, the denoising ability of Hilbert-Huang transform is markedly better than Fourier based algorithms. These findings reveal that this method is accurate for vortex signal processing and at the same time has strong anti-disturbance ability.
引用
收藏
页码:501 / 505
页数:5
相关论文
共 21 条
[11]   Interpretation of scatterometer ocean surface wind vector EOFs over the Northwestern Pacific [J].
Pan, JY ;
Yan, XH ;
Zheng, QN ;
Liu, WT ;
Klemas, VV .
REMOTE SENSING OF ENVIRONMENT, 2003, 84 (01) :53-68
[12]   The vortex flowmeter: various methods of investigating phenomena [J].
Pankanin, GL .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2005, 16 (03) :R1-R16
[13]   Flow measurement by a new type vortex flowmeter of dual triangulate bluff body [J].
Peng, JG ;
Fu, X ;
Chen, Y .
SENSORS AND ACTUATORS A-PHYSICAL, 2004, 115 (01) :53-59
[14]  
PENG ZK, 2004, MECH SYSTEMS SIGNAL, V18, P1
[15]   Detection of improper installation from the sensor signal of vortex flowmeters [J].
Rossberg, AG ;
Riegler, P ;
Buhl, F ;
Herwig, J ;
Timmer, J .
FLOW MEASUREMENT AND INSTRUMENTATION, 2004, 15 (01) :29-35
[16]   Digital signal processing based on wavelet and statistics method for vortex flowmeters [J].
Sun, HJ ;
Zhang, T .
PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, :3160-3163
[17]   Wavelet denoising method used in the vortex flowmeter [J].
Sun, HJ ;
Zhang, T ;
Wang, HX .
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, :1109-1112
[18]  
Sun Zhi-Qiang, 2004, Chinese Journal of Sensors and Actuators, V17, P420
[19]  
Yoder J., 2003, Sensors, V20, P23
[20]   On estimating site damping with soil non-linearity from earthquake recordings [J].
Zhang, RR ;
VanDemark, L ;
Liang, JW ;
Hu, YX .
INTERNATIONAL JOURNAL OF NON-LINEAR MECHANICS, 2004, 39 (09) :1501-1517