Abstract

Blade tip timing (BTT) is a simple, robust, and nonintrusive method for measuring the rotor blade vibrations in turbomachinery. Using this method, the analysis of vibrations characterized by multiple spectral components typical, for example, of flutter is challenging. This chapter proposes a probabilistic method able to separate and identify multiple harmonic components sampled according to a BTT-like schema. The data are divided into batches of fixed length called snapshots, which are interpreted as realization of random vectors. The statistical properties of the subspace spanned by such random vectors is used to identify the number of components present in the signal (i.e., number of active modes), to separate the components and estimate their frequency and amplitude. These results are obtained by applying sequentially the principal component analysis (PCA), the independent component analysis (ICA), and the harmonic matching (HM). The proposed technique is applied to experimental data obtained from a test rig with fixed disk and traveling load. The time-resolved measurements are resampled according to the sampling pattern induced by specified sensor spacing.

References

1.
Heath
,
S.
, and
Imregun
,
M.
,
1998
, “
A Survey of Blade Tip-Timing Measurement Techniques for Turbomachinery Vibration
,”
ASME J. Eng. Gas Turbines Power
,
120
(
4
), pp.
784
791
.10.1115/1.2818468
2.
Kharyton
,
V.
,
Dimitriadis
,
G.
, and
Defise
,
C.
,
2017
, “
A Discussion on the Advancement of Blade Tip Timing Data Processing
,”
ASME
Paper No. GT2017-63138.10.1115/GT2017-63138
3.
Hu
,
Z.
,
Lin
,
J.
,
Chen
,
Z. S.
,
Yang
,
Y. M.
, and
Li
,
X. J.
,
2015
, “
A Non-Uniformly Under-Sampled Blade Tip-Timing Signal Reconstruction Method for Blade Vibration Monitoring
,”
Sensors
,
15
(
2
), pp.
2419
2437
.10.3390/s150202419
4.
Vercoutter
,
A.
,
Berthillier
,
M.
,
Talon
,
A.
,
Burgardt
,
B.
, and
Lardies
,
J.
,
2011
, “
Tip Timing Spectral Estimation Method for Aeroelastic Vibrations of Turbomachinery Blades
,” International Forum on Aeroelasticity and Structural Dynamics (IFASD), Paris, June 26–30, Paper No.
IFASD-2011-82
.https://publiweb.femtost.fr/tntnet/entries/1096/documents/author/data
5.
Bouchain
,
A.
,
Picheral
,
J.
,
Lahalle
,
E.
,
Chardon
,
G.
,
Vercoutter
,
A.
, and
Talon
,
A.
,
2019
, “
Blade Vibration Study by Spectral Analysis of Tip-Timing Signals With OMP Algorithm
,”
Mech. Syst. Signal Process
,
130
, pp.
108
121
.10.1016/j.ymssp.2019.04.063
6.
Lin
,
J.
,
Hu
,
Z.
,
Chen
,
Z. S.
,
Yang
,
Y. M.
, and
Xu
,
H. L.
,
2016
, “
Sparse Reconstruction of Blade Tip-Timing Signals for Multi-Mode Blade Vibration Monitoring
,”
Mech. Syst. Signal Process.
,
81
, pp.
250
258
.10.1016/j.ymssp.2016.03.020
7.
Pan
,
M.
,
Yang
,
Y.
,
Guan
,
F.
,
Hu
,
H.
, and
Xu
,
H.
,
2017
, “
Sparse Representation Based Frequency Detection and Uncertainty Reduction in Blade Tip Timing Measurement for Multi-Mode Blade Vibration Monitoring
,”
Sensors
,
17
(
8
), p.
1745
.10.3390/s17081745
8.
Pati
,
Y.
,
Rezaiifar
,
R.
, and
Krishnaprasad
,
P.
,
1993
, “
Orthogonal Matching Pursuit: Recursive Function Approximation With Applications to Wavelet Decomposition
,”
Proceedings of 27th Asilomar Conference on Signals, Systems and Computers
, Pacific Grove, CA, Nov. 1–3, pp.
40
44
.10.1109/ACSSC.1993.342465
9.
Carassale
,
L.
,
Coletti
,
F.
,
Guida
,
R.
,
Marrè-Brunenghi
,
M.
, and
Rizzetto
,
E.
,
2020
, “
Multi-Channel Spectral Analysis of Non-Synchronous Vibrations of Bladed Disks Measured by Blade Tip Timing
,”
ASME
Paper No. GT2020-15512.10.1115/GT2020-15512
10.
Carassale
,
L.
, and
Rizzetto
,
E.
,
2021
, “
Experimental Investigation on a Bladed Disk With Traveling Wave Excitation
,”
Sensors
,
21
(
12
), p.
3966
.10.3390/s21123966
11.
Jolliffe
,
I. T.
,
2002
,
Principal Component Analysis
,
Springer Verlag
,
New York
.
12.
Hyvärinen
,
A.
,
Karhunen
,
J.
, and
Oja
,
E.
,
2001
,
Independent Component Analysis
, John
Wiley & Sons
,
New York
.
13.
Comon
,
P.
, and
Jutten
,
C.
,
2010
,
Handbook of Blind Source Separation: Independent Component Analysis and Application
,
Academic Press/Elsevier
, Amsterdam, The Netherlands.
14.
Hyvärinen
,
A.
,
1999
, “
Fast and Robust Fixed-Point Algorithm for Independent Component Analysis
,”
IEEE Trans. Neural Networks
,
10
, pp.
626
634
.10.1109/72.761722
15.
Bonhage
,
M.
,
Adler
,
J. T.
,
Kolhoff
,
C.
,
Hentschel
,
O.
,
Schlesier
,
K.-D.
,
Panning-von Scheidt
,
L.
, and
Wallaschek
,
J.
,
2018
, “
Transient Amplitude Amplification of Mistuned Structures: An Experimental Validation
,”
J. Sound Vib.
,
436
, pp.
236
252
.10.1016/j.jsv.2018.07.031
16.
Firrone
,
C. M.
, and
Berruti
,
T.
,
2012
, “
An Electromagnetic System for the Non-Contact Excitation of Bladed Disks
,”
Exp. Mech.
,
52
(
5
), pp.
447
459
.10.1007/s11340-011-9504-1
You do not currently have access to this content.