Browse > Article
http://dx.doi.org/10.12989/sss.2021.27.3.493

An improved algorithm for pile damage localization based on complex continuous wavelet transform  

Liu, Jing-Liang (College of Transportation and Civil Engineering, Fujian Agriculture and Forestry University)
Lin, Cheng-Xu (College of Transportation and Civil Engineering, Fujian Agriculture and Forestry University)
Ye, Xi-Jun (School of Civil Engineering, Guangzhou University)
Zheng, Wen-Ting (College of Civil Engineering, Fujian University of Technology)
Luo, Yong-Peng (College of Transportation and Civil Engineering, Fujian Agriculture and Forestry University)
Publication Information
Smart Structures and Systems / v.27, no.3, 2021 , pp. 493-506 More about this Journal
Abstract
Since the complex continuous wavelet transform (CCWT) based pile damage detection method is empirical and subjective, an improved algorithm for pile damage localization based on CCWT is proposed by introducing K-means clustering and fast Fourier transform (FFT). In this method, the K-means clustering algorithm is used to accurately calculate the time coordinates of two energy concentrating points caused by the incident and reflected waves, respectively. Meanwhile, FFT is employed to estimate the concerned frequency band of the response signal. Therefore, a specific region in the time frequency plane is defined objectively and it can be used to search the phase angle turning points and localize pile damage. The proposed method is verified by numerical examples of piles with single and multiple damage positions. A parameter analysis is also conducted to investigate how damage depth and damage degree in piles affect the accuracy and effectiveness of the proposed method. The results demonstrate that the proposed method is able to localize a pile with a damage at least 2.5 m away from the pile head when the damage degree is as less as 5%. After that, dynamic tests of an actual square reinforced concrete pile and an actual circular reinforced concrete pile are investigated to verify the application of the proposed method on practical engineering. Although the proposed method is capable of localizing actual piles more accurately than the CCWT method, the problem of interference points needs to be addressed by mutual verification with other pile damage localization methods.
Keywords
complex continuous wavelet transform; K-means clustering algorithm; fast Fourier transform; phase angle; damage localization;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
연도 인용수 순위
1 Seyedpoor, S.M., Norouzi, E. and Ghasemi, S. (2018), "Structural damage detection using a multi-stage improved differential evolution algorithm (Numerical and experimental)", Smart. Struct. Syst., Int. J., 21(2), 235-248. https://doi.org/10.12989/sss.2018.21.2.235   DOI
2 Wolf, J.P and Arx, G.A.V. (1982), "Travelling waves in a group of piles taking pile-soil-pile interaction into account", Earthq. Eng. Struct. Dyn., 10(2), 225-237.   DOI
3 Xu, J., Ren, Q. and Shen, Z. (2016), "Low strain pile testing based on synchrosqueezing wavelet transformation analysis", J. Vibroeng., 18(2), 813-825.
4 Zhang, Y., Fan, Y., Li, Z., Wang, C. and Ding, X. (2020), "Wave propagation in X-section piles for low strain integrity testing: three-dimensional effects", Shock Vib. https://doi.org/10.1155/2020/7574654   DOI
5 Zheng, W., Wang, S., Lin, C., Yu, X. and Liu, J. (2020), "Damage localization of piles based on complex continuous wavelet transform: numerical example and experimental verification", Shock Vib. https://doi.org/10.1155/2020/8058640   DOI
6 Liu, J.L., Wang, S.F., Zheng, J.Y., Chang, C.M., Wei, X.J. and Ren, W.X. (2019b), "Time-frequency signal processing for integrity assessment and damage localization of concrete piles", Int. J. Struct. Stabil. Dyn., 20(3), 1-24. https://doi.org/10.1142/S0219455420500200   DOI
7 Massoudi, N. and Teffera, W. (2014), "Non-destructive testing of piles using the low strain integrity method", Proceedings of 5th International Conference on Case Histories in Geotechnical Engineering, Missouri University of Science and Technology, Rolla, MO, USA, pp. 13-17.
8 Messina, A. (2008), "Refinements of damage detection methods based on wavelet analysis of dynamical shapes", Int. J. Solids Struct., 45(14), 4068-4097. https://doi.org/10.1016/j.ijsolstr.2008.02.015   DOI
9 Ni, S.H., Yanga, Y.Z. and Tsai, P.H. (2017), "Evaluation of pile defects using complex continuous wavelet transform analysis", NDT&E Int., 87, 50-59. https://doi.org/10.1016/j.ndteint.2017.01.007   DOI
10 Ni, S.H., Isenhower, W.M. and Huang, Y.H. (2012), "Continuous wavelet transform technique for low strain integrity testing of deep drilled shafts", J. Geoeng., 7(3), 97-105.
11 Niederleithinger, E. and Taffe, A. (2006), "Early stage elastic wave velocity of concrete piles", Cem. Concr. Compos., 28(4), 317-320. https://doi.org/10.1016/j.cemconcomp.2006.02.013   DOI
12 Olson, L.D. and Wright, C.C. (1989), "Nondestructive testing of deep foundations with sonic methods", Proceedings of Foundation Engineering Congress: Current Principles and Practice, Reston, pp. 1173-1183.
13 Park, H.C. and Kim, D.S. (2006), "Non-destructive pile integrity test using HWAW method", Key Eng. Mater., 321-323, 363-366. https://doi.org/10.4028/www.scientific.net/KEM.321-323.363   DOI
14 Poskitt, T.J. (1991), "Energy losses in pile-driving due to soil rate effects and hammer", Proc. Inst. Civ. Eng., 91(4), 823-851. https://doi.org/10.1680/iicep.1991.17492   DOI
15 Rausche, F., Shen, R.K., Likins Jr, G.E. (1991), "Comparison of pulse echo and transient response pile integrity test methods", Transp. Res. Rec., 1331, 21-27.
16 Shah, A.A. and Ribakov, Y. (2010), "Effectiveness of nonlinear ultrasonic and acoustic emission evaluation of concrete with distributed damages", Mater. Des., 31(8), 3777-3784. https://doi.org/10.1016/j.matdes.2010.03.020   DOI
17 Take, W.A., Valsangkar, A.J. and Randolph, M.F. (1999), "Analytical solution for pile hammer impact", Comput. Geotech., 25(2), 57-74. https://doi.org/10.1016/S0266-352X(99)00018-X   DOI
18 Nagayama, T., Sim, S.H., Miyamori, Y. and Spencer Jr, B.F. (2007), "Issues in structural health monitoring employing smart sensors", Smart. Struct. Syst., Int. J., 3(3), 299-320. https://doi.org/10.12989/sss.2007.3.3.299   DOI
19 Mutlib, N.K., Baharom, S.B., El-Shafie, A. and Nuawi, M.Z. (2016), "Ultrasonic health monitoring in structural engineering: buildings and bridges", Struct. Control. Health Monit., 23(3), 409-422. https://doi.org/10.1002/stc.1800   DOI
20 Kachanov, V.K., Sokolov, I.V., Fedorenko, S.A. and Lebedev, S.V. (2017), "Use of the impact-echo method for analyzing the integrity of driven reinforced concrete piles", Measure. Techniq., 60(4), 1-6. https://doi.org/10.1007/s11018-017-1207-2   DOI
21 Kanungo, T., Mount, D.M., Netanyahu, N.S., Piatko, C.D., Silverman, R. and Wu, A.Y. (2002), "An efficient K-means clustering algorithm: analysis and implementation", IEEE. T. Pattern. Anal., 24(7), 205-215. https://doi.org/10.1109/TPAMI.2002.1017616   DOI
22 Kim, D., Lee, J., Nsabimana, E. and Jung, Y.H. (2012), "Numerical analysis of suction pile behavior with different loading locations and displacement inclinations", Ocean Syst. Eng., Int. J., 2(3), 205-215. https://doi.org/10.12989/ose.2012.2.3.205   DOI
23 Liu, J., Guo, Z., Zhu, N., Zhao, H., Garg, A., Xu, L., Liu, T. and Fu, C. (2019a), "Dynamic response of offshore open-ended pile under lateral cyclic loadings", J. Marine Sci. Eng., 7(5), 1-19. https://doi.org/10.3390/jmse7050128   DOI
24 Beheshti-Aval, S.B., Taherinasab, M. and Noori, M. (2011), "Using harmonic class loading for damage identification of plates by wavelet transformation approach", Smart. Struct. Syst., Int. J., 8(3), 46-50. https://doi.org/10.12989/sss.2011.8.3.253   DOI
25 Beskhyroun, S., Oshima, T. and Mikami, S. (2010), "Wavelet-based technique for structural damage detection", Struct. Control. Hlth., 17(5), 473-494. https://doi.org/10.1002/stc.316   DOI
26 Billet, P. and Sieffert, J.G. (1989), "Soil-sheet pile interaction in vibro-piling", J. Geotech. Eng., 115(8), 1085-1101. https://doi.org/10.1061/(ASCE)0733-9410(1989)115:8(1085)   DOI
27 Boulahbal, D., Golnaraghi M.F. and Ismail, F. (1999), "Amplitude and phase wavelet maps for the detection of cracks in geared systems", Mech. Syst. Signal Pr., 13(3), 423-436. https://doi.org/10.1006/mssp.1998.1206   DOI
28 Fomchenko, A.L., Belova, A.S., Bekhtereva, E.S. and Kwabia, T.F. (2018), "Analysis of the Fourier spectrum of the v2 inversion band of the 15NHD2 molecule", Russ. Phys. J., 61(2), 287-291. https://doi.org/10.1007/s11182-018-1399-1   DOI
29 Cabella, E. and Passalacqua, R. (1998), "Axially loaded pile numerical models vs. experimental data, Application of Numerical Methods to Geotechnical Problems", Polytech. Univ. Milano, Udine, pp. 97-106. https://doi.org/10.1007/978-3-7091-2512-0_9