Application of principal component analysis and wavelet transform to fatigue crack detection in waveguides

Smart Structures and Systems

Volumn 6, Issue 4, 2010, Pages 349-362

  Cammarata, Marcello ^a   Rizzo, Piervincenzo ^a   Dutta, Debaditya ^b   Sohn, Hoon ^c  

^a University of Pittsburgh   (United States)

^b CARNEGIE MELLON UNIVERSITY   (United States)

^c Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

Fatigue crack detection; Principal component analysis; Structural health monitoring; Ultrasonic guided waves

Indexed keywords

DISCRETE WAVELET TRANSFORMS; FATIGUE CRACK PROPAGATION; FATIGUE OF MATERIALS; GUIDED ELECTROMAGNETIC WAVE PROPAGATION; LEAD ZIRCONATE TITANATE; PRINCIPAL COMPONENT ANALYSIS; SIGNAL RECONSTRUCTION; STRUCTURAL ANALYSIS; STRUCTURAL HEALTH MONITORING; ULTRASONIC APPLICATIONS; ULTRASONIC WAVES; WAVEGUIDES;

FATIGUE CRACKS; HIGH SENSITIVITY; SENSITIVE FEATURES; STEEL BEAMS; STRUCTURAL HEALTH MONITORING (SHM); ULTRASONIC GUIDED WAVE; ULTRASONIC SIGNALS; WAVE SIGNAL;

CRACK DETECTION;

EID: 77952579433     PISSN: 17381584     EISSN: 17381991     Source Type: Journal    
DOI: 10.12989/sss.2010.6.4.349     Document Type: Article

References (44)

1. Alleyne, D.N. and Cawley, P. (1996), "The excitation of Lamb waves in pipes using dry-coupled piezoelectric transducers", J. Nondestruct. Eval., 15(1), 11-20.
2. Chondros, T.G., Dimarogonas, A.D. and Yao, J. (1998), "A continuous cracked beam vibration theory", J. Sound Vib., 215(1), 17-34. (Pubitemid 128381306)
3. Dunteman, G.H. (1989), Principal Components Analysis, Sage Publisher, Newbury Park, CA.
4. Dutta, D., Sohn, H., Harries, K.A. and Rizzo, P. (2009), "A nonlinear acoustic technique for crack detection in metallic structures", Struct. Health Monit., 8(3), 251-262.
5. Flury, B. (1988), Common principal components and related multivariate models, Wiley Publisher, New York, NY.
6. Fromme, P. and Sayir, M.B. (2002), "Monitoring of fatigue crack growth at fastener holes using guided Lamb waves", Proceedings of the AIP Conference, Review of progress in Quantitative Nondestructive Evaluation, 615, 247-254.
7. Fromme, P., Lowe, M.J.S., Cawley, P. and Wilcox, P.D. (2004), "On the sensitivity of corrosion and fatigue damage detection using guided ultrasonic waves", Proceedings of the IEEE Ultrasonic Symposium, 2, 1203-1206.
8. Giurgiutiu, V. and Rogers, C.A. (1997), "Electro-mechanical (E/M) impedance method for structural health monitoring and non-destructive evaluation", Proceedings of the International Workshop on Structural Health Monitoring, 433-444.
9. Giurgiutiu, V. (2005), "Tuned iamb wave excitation and detection with piezoelectric wafer active sensors for structural health monitoring", J. Intel. Mat. Syst. Str., 16(4), 291-305.
10. Gupta, S., Ray, A. and Keller, E. (2007), "Symbolic time series analysis of ultrasonic data for early detection of fatigue damage", Mech. Syst. Signal Pr., 21(2), 866-884.
11. Hotelling, K. (1933), "Analysis of a complex of statistical variables into principal component", J. Educ. Psychol., 24(6), 417-441.
12. Jolliffe, I.T. (2002), Principal component analysis (2nd Edition), Springer, New York, NY.
13. Johnson, M. (2002), "Waveform based clustering and classification of AE transients in composite laminates using principal component analysis", NDT&E Int., 35, 367-376.
14. Kim, S.B. and Sohn, H. (2008), "Continuous fatigue crack monitoring without baseline data", Fatigue Fract. Eng. Mater. Struct., 31(8), 644-659.
15. Kundu, T. (2004), Ultrasonic Nondestructive Evaluation: Engineering and Biological Material Characterization, CRC Press, USA.
16. Leong, W.H., Staszewski, W.J., Lee, B.C. and Scarpa, F. (2005), "Structural health monitoring using scanning laser vibrometry: HI. Lamb waves for fatigue crack detection", Smart Mater. Struct., 14, 1387-1395.
17. Mallat, S.G. (1989), "A theory for multiresolution signal decomposition: the wavelet representation", IEEE Trans. Pattern Anal. Mach. Intell., 11, 674-693.
18. Mallat, S.G. (1999), A Wavelet Tour of Signal Processing, Academic Press, New York, NY.
19. Manson, G., Worden, K., Holford, K., Pullin, R. (2001), "Visualisation and dimension reduction of acoustic emission data for damage detection", J. Intel. Mat. Syst. Str., 12(8), 529-536.
20. Mustapha, F., Manson, G., Pierce, S.G. and Worden, K. (2005), "Structural health monitoring of an annular component using a statistical approach", Strain, 41(3), 117-127.
21. Mustapha, F., Worden, K., Pierce, S.G. and Manson, G. (2007), "Damage detection using stress waves and multivariate statistics: an experimental case study of an aircraft component", Strain, 43(1), 47-53.
22. Ni, Y.Q., Zhou, X.T. and Ko, J.M. (2006), "Experimental investigation of seismic damage identification using PCA-compressed frequency response functions and neural networks", J. Sound Vib., 290(1-2), 242-263.
23. Paget, C.A., Grondel, S., Levin, K. and Delebarre, C. (2003), "Damage assessment in composites by lamb waves and wavelet coefficients", Smart Mater. Struct., 12(3), 393-402.
24. Park, G., Sohn, H., Farrar, C.R. and Inman, D.J. (2003), "Overview of piezoelectric impedance-based health monitoring and path forward", Shock Vib. Dig., 35(6), 451-463.
25. Park, S., Yun, C.B. and Ron, Y. (2006), "Active sensing-based real-time nondestructive evaluations for steel bridge members", KSCE J. Civil Eng., 10(1), 33-39.
26. Pearson, K. (1901), "On lines and planes of closest fit to systems of points in space", Philos. Mag., 2(6), 559-572.
27. Rippengill, S., Worden, K., Holford, K.M. and Pullin, R. (2003), "Automatic classification of AE patterns", Strain, 39, 31-41.
28. Rizzo, P. and Lanza di Scalea, F. (2005), "Ultrasonic inspection of multi-wire steel strands with the aid of the wavelet transform", Smart Mater. Struct., 14(4), 685-695.
29. Rizzo, P. and Lanza di Scalea, F. (2006), "Wavelet-based feature extraction for automatic defect classification in strands by ultrasonic structural monitoring", Smart Struct. Syst., 2(3), 253-274.
30. Rizzo, P. and Lanza di Scalea, F. (2007), Wavelet-based unsupervised and supervised learning algorithms for ultrasonic structural monitoring of waveguides, Progress in Smart Materials and Structures Research, Ed. Peter L. Reece, NOVA Science Publishers, New York.
31. Rizzo, P., Sorrivi, E., Lanza di Scalea, F. and Viola, E. (2007), "Wavelet-based outlier analysis for guided wave structural monitoring: application to multi-wire strands", J. Sound Vib., 307(1-2), 52-68.
32. Rizzo, P., Cammarata, M., Dutta, D., Sohn, H. and Harries, K.A. (2009), "An unsupervised learning algorithm for fatigue crack detection in waveguides", Smart Mater. Struct., 18(2), 025016 (11pp), doi:10.1088/0964-1726/18/2/025016.
33. Roberts, T.M. and Talebzadeh, M. (2003), "Acoustic emission monitoring of fatigue crack propagation", J. Constr. Steel Res., 59(6), 695-712.
34. Rose, J.L. (1999), Ultrasonic Waves in Solid Media, Cambridge University Press, United Kingdom.
35. Scala, C.M. and Bowles, S.J. (2000), "Laser ultrasonics for surface-crack depth measurement using transmitted near-field", Proceedings of the AIP Conference, Review of progress in Quantitative Nondestructive Evaluation, 509, 327-334.
36. Sharma, S. (1996), Applied multivariate techniques, John Wiley, New York, NY.
37. Sohn, H., Worden, K. and Farrar, C.R. (2002), "Statistical damage classification under changing environmental and operational conditions", J. Intel. Mat. Syst. Str., 13(9), 561-574.
38. Sophian, A., Tian, G.Y., Taylor, D. and Rudlin, J. (2001), "Electromagnetic and eddy current NDT: a review", Insight, 43(5), 302-306.
39. Staszewski, W.J. (2003), "Structural health monitoring using guided ultrasonic waves", Proceedings of the AMAS & ECCOMAS Workshop/Thematic Conference SMART'03 on Smart Materials and Structures, Jadwisin, Poland, September.
40. Staszewski, W.J., Lee, B.C. and Traynor, R. (2007), "Fatigue crack detection in metallic structures with Lamb waves and 3D laser vibrometry", Meas. Sci. Technol., 18, 727-739.
41. Tong, F., Tso, S.K., Hung, M.Y.Y (2006), "Impact-acoustics-based health monitoring of tile-wall bonding integrity using principal component analysis", J. Sound Vib., 294(1-2), 329-340.
42. Worden, K., Pierce, S.G., Manson, G., Philp, W.R., Staszewski, W.J. and Culshaw, B. (2000), "Detection of defects in composite plates using Lamb waves and novelty detection", Int. J. Syst. Sci., 31, 1397-1409.
43. Yan, A.M., Kerschen, G., De Boe, P. and Golinval, J.C. (2005a), "Structural damage diagnosis under varying environmental conditions - Part I: A linear analysis", Mech. Syst. Signal Pr., 19(4), 847-864. (Pubitemid 40556438)
44. Yan, A.M., Kerschen, G., De Boe, P. and Golinval, J.C. (2005b), "Structural damage diagnosis under varying environmental conditions - Part II: local PCA for non-linear cases", Mech. Syst. Signal Pr., 19(4), 865-880. (Pubitemid 40556439)