IFESIS: Instantaneous frequencies estimation via subspace invariance properties of wavelet structures

被引:5
作者
Antoniadis, Ioannis A. [1 ]
Yiakopoulos, Christos T. [1 ]
Gryllias, Konstantinos C. [1 ]
Rodopoulos, Konstantinos I. [1 ]
机构
[1] Natl Tech Univ Athens, Dynam & Struct Lab, Machine Design & Control Syst Sect, Sch Mech Engn, GR-10682 Athens, Greece
关键词
Instantaneous frequency; Complex Shifted Morlet Wavelets; Subspace methods; Eigenspace methods; Rotational invariance; ORDER TRACKING; DEMODULATION; SIGNAL; SPEED; DECOMPOSITION; SEPARATION;
D O I
10.1016/j.ymssp.2014.04.020
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
According to the proposed method, a set of wavelet transforms of the signal is first obtained, using a structure of Complex Shifted Monet Wavelets. No specific constraints are imposed on the center frequencies and the bandwidths of the individual wavelets, as well as on the number of wavelets used. In this way, a set of complex signals result in the time domain, equal to the number of the wavelets used. Then, the instantaneous frequencies of the signals are estimated by applying an appropriate subspace algorithm (as for e.g. ESPRIT), to the entire set of the resulting complex wavelet transforms, exploiting the corresponding subspace rotational invariance property of this set of complex signals. Since the method proposes the application of the subspace algorithm after the signal has been appropriately transformed by an appropriate wavelet structure, contrary to the classical subspace methods which are applied to the signal itself, the desired time-frequency features of the signal are enhanced, while simultaneously, the undesired frequency components, as well as the noise, are suppressed. In this way, the method combines the advantages of the Complex Shifted Monet Wavelets with the advantages of subspace based approaches. Moreover, the method provides a means for estimating the number of the resulting harmonic components, using as a relevant indicator the number of the non-zero singular values of the corresponding singular value decomposition problem. It should be noted that the resulting singular values are also time dependent, providing valuable information on the possibly time variable dynamic structure of the signal. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:264 / 284
页数:21
相关论文
共 24 条
[1]   Adaptive order tracking technique using recursive least-square algorithm [J].
Bai, MSR ;
Jeng, J ;
Chen, CY .
JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 2002, 124 (04) :502-511
[2]   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
[3]   ESTIMATING AND INTERPRETING THE INSTANTANEOUS FREQUENCY OF A SIGNAL .1. FUNDAMENTALS [J].
BOASHASH, B .
PROCEEDINGS OF THE IEEE, 1992, 80 (04) :520-538
[4]   AM-FM ENERGY DETECTION AND SEPARATION IN NOISE USING MULTIBAND ENERGY OPERATORS [J].
BOVIK, AC ;
MARAGOS, P ;
QUATIERI, TF .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (12) :3245-3265
[5]   Theoretical analysis and comparison of the Hilbert transform decomposition methods [J].
Feldman, Michael .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2008, 22 (03) :509-519
[6]   Hilbert transform in vibration analysis [J].
Feldman, Michael .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2011, 25 (03) :735-802
[7]   Analytical basics of the EMD: Two harmonics decomposition [J].
Feldman, Michael .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (07) :2059-2071
[8]   Multicomponent AM-FM representations: An asymptotically exact approach [J].
Gianfelici, Francesco ;
Biagetti, Giorgio ;
Crippa, Paolo ;
Turchetti, Claudio .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (03) :823-837
[9]   Estimation of the instantaneous rotation speed using complex shifted Monet wavelets [J].
Gryllias, Konstantinos C. ;
Antoniadis, Ioannis A. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 38 (01) :78-95
[10]   A PEAK ENERGY CRITERION (P. E.) FOR THE SELECTION OF RESONANCE BANDS IN COMPLEX SHIFTED MORLET WAVELET (CSMW) BASED DEMODULATION OF DEFECTIVE ROLLING ELEMENT BEARINGS VIBRATION RESPONSE [J].
Gryllias, Konstantinos C. ;
Antoniadis, Ioannis .
INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2009, 7 (04) :387-410