Browse > Article
http://dx.doi.org/10.12989/sss.2013.11.6.589

Reduced wavelet component energy-based approach for damage detection of jacket type offshore platform  

Shahverdi, Sajad (Faculty of Civil Engineering, University of Tabriz)
Lotfollahi-Yaghin, Mohammad Ali (Faculty of Civil Engineering, University of Tabriz)
Asgarian, Behrouz (Civil Engineering Department, K.N. Toosi University of Technology)
Publication Information
Smart Structures and Systems / v.11, no.6, 2013 , pp. 589-604 More about this Journal
Abstract
Identification of damage has become an evolving area of research over the last few decades with increasing the need of online health monitoring of the large structures. The visual damage detection can be impractical, expensive and ineffective in case of large structures, e.g., offshore platforms, offshore pipelines, multi-storied buildings and bridges. Damage in a system causes a change in the dynamic properties of the system. The structural damage is typically a local phenomenon, which tends to be captured by higher frequency signals. Most of vibration-based damage detection methods require modal properties that are obtained from measured signals through the system identification techniques. However, the modal properties such as natural frequencies and mode shapes are not such good sensitive indication of structural damage. Identification of damaged jacket type offshore platform members, based on wavelet packet transform is presented in this paper. The jacket platform is excited by simple wave load. Response of actual jacket needs to be measured. Dynamic signals are measured by finite element analysis result. It is assumed that this is actual response of the platform measured in the field. The dynamic signals first decomposed into wavelet packet components. Then eliminating some of the component signals (eliminate approximation component of wavelet packet decomposition), component energies of remained signal (detail components) are calculated and used for damage assessment. This method is called Detail Signal Energy Rate Index (DSERI). The results show that reduced wavelet packet component energies are good candidate indices which are sensitive to structural damage. These component energies can be used for damage assessment including identifying damage occurrence and are applicable for finding damages' location.
Keywords
damage detection; jacket platform; wavelet transform; wavelet packet transform;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 Sone, A., Yamamoto, S., Nakaoka, A. and Masuda, A. (1995), "Health monitoring system of structures based on orthonormal wavelet transform", Seism. Eng., 312, 161-167.
2 Staszewski, W. and Tomlinson, G. (1994), "Application of the wavelet transform to fault detection in a spur gear", Mech. Syst.Signal Pr., 8(3), 289-307.   DOI   ScienceOn
3 Sun, Z. and Chang, C.C. (2002), "Structural damage assessment based on wavelet packet transform", J. Struct. Eng.-ASCE, 128(10), 1354-1361.   DOI   ScienceOn
4 Wang, Q. and Deng, X. (1999), "Damage detection with spatial wavelets", Int. J. Solids Struct., 36(23), 3443-3468.   DOI   ScienceOn
5 Yen, G. and Lin, K. (2000), "Wavelet packet feature extraction for vibration monitoring", IEEE T. Ind. Electron., 47(3), 650-667.   DOI   ScienceOn
6 Li, H., Wang, J. and Jameshu, S. (2008), "Using incomplete modal data for damage detection in offshore jacket structures", Ocean Eng., 35(17-18), 1793-1799.   DOI   ScienceOn
7 Lotfollahi-Yaghin, M.A. and Koohdaragh, M. (2011), "Examining the function of wavelet packet transform (WPT) and continues wavelet transform (CWT) in recognizing the crack specification", KSCE J. Civil Eng., 15(3), 497-506.   DOI   ScienceOn
8 Lotfollahi-Yaghin, M.A., Shahverdi, S. and Tarinejad, R. (2010), "Damage detection in jacket type offshore platforms using wavelet packet transform", Proceedings of the 5th Civil Engineering Conference in the Asian Region and Australasian Structural Engineering Conference .
9 Mangal, L., Idichandy, V.G. and Ganapathy, C. (2001), "Structural monitoring of offshore platforms using impulse and relaxation response", Ocean Eng., 28(6), 689-705.   DOI   ScienceOn
10 Ovanesova, A. (2004), "Applications of wavelet transforms to damage detection in frame structures", Eng. Struct., 26(1), 39-49.   DOI   ScienceOn
11 Ren, W.X. and De Roeck, G. (2002a), "Structural damage identification using modal data. I: simulation verification", J. Struct. Eng.- ASCE, 128(1), 87-95.   DOI   ScienceOn
12 Ren, W.X. and De Roeck, G. (2002b), "Structural damage identification using modal data. II: test verification", J. Struct. Eng. - ASCE, 128(1), 96-104.   DOI   ScienceOn
13 Shi, X., Li, H., Yang, Y. and Gong, C. (2008), "A model experiment of damage detection for offshore jacket platforms based on partial measurement", Struct. Eng. Mech., 29(3), 311-325.   DOI   ScienceOn
14 Asgarian, B., Amiri, M. and Ghafooripour, A. (2009), "Damage detection in jacket type offshore platforms using modal strain energy", Struct. Eng. Mech., 33(3), 325-337.   DOI   ScienceOn
15 Shi, Z., Law, S. and Zhang, L. (2000), "Structural damage detection from modal strain energy change", J. Eng. Mech. -ASCE, 126(12), 1216-1223.   DOI   ScienceOn
16 Shi, Z., Law, S. and Zhang, L. (2002), "Improved damage quantification from elemental modal strain energy change", J. Eng. Mech. -ASCE, 128(5), 521-529.   DOI   ScienceOn
17 Shinde, A. and Hou, Z. (2005), "A wavelet packet based sifting process and its application for structural health monitoring", Struct. Health Monit., 4(2), 153-170.   DOI
18 Coifman, R.R. and Wickerhauser, M.V. (2002), "Entropy-based algorithms for best basis selection", IEEE T. Theory, 38(2), 713-718.
19 Farrar, C.R. and Jauregui, D.A. (1998a), "Comparative study of damage identification algorithms applied to a bridge: I. Experiment", Smart Mater. Struct., 7(5), 704-719.   DOI   ScienceOn
20 Farrar, C.R. and Jauregui, D.A. (1998b), "Comparative study of damage identification algorithms applied to a bridge: II. Numerical study", Smart Mater. Struct., 7, 720-731.   DOI   ScienceOn
21 Kim, J.T. and Stubbs, N. (1995), "Damage detection in offshore jacket structures from limited modal information", Int. J. Offshore. Polar, 5(1).
22 Gabor, D. (1946), "Theory of communication", IEEE J., 93, 429-457.
23 Gurley, K. and Kareem, A. (1999), "Applications of wavelet transforms in earthquake, wind and ocean engineering", Eng. Struct., 21(2), 149-167.   DOI   ScienceOn
24 Han, J.G., Ren, W.X. and Sun, Z.S. (2005), "Wavelet packet based damage identification of beam structures", Int. J.Solids. Struct., 42(26), 6610-6627.   DOI   ScienceOn
25 Koh, C.G., See, L.M. and Balendra, T. (1995), "Damage detection of buildings: numerical and experimental studies", J. Struct. Eng. -ASCE, 121(8), 1155-1160.   DOI   ScienceOn