Applying Haar Wavelets in Damage Detection Using Machine Learning Methods

The basic idea of the present Chapter is to establish directly an input-output relationship between the modal responses and the delamination locations/sizes using back-propagation neural networks.

[1]  G. De Roeck,et al.  Vibration based Structural Health Monitoring using output-only measurements under changing environment , 2008 .

[2]  Leontios J. Hadjileontiadis,et al.  Fractal dimension analysis for crack identification in beam structures , 2005 .

[3]  Li Cheng,et al.  Development in vibration-based structural damage detection technique , 2007 .

[4]  A. Messina,et al.  On the continuous wavelet transforms applied to discrete vibrational data for detecting open cracks in damaged beams , 2003 .

[5]  J. E. Grady,et al.  Free vibrations of delaminated beams , 1991 .

[6]  Zhichun Yang,et al.  Damage detection in composite structures using vibration response under stochastic excitation , 2009 .

[7]  P. M. Mujumdar,et al.  Flexural vibrations of beams with delaminations , 1988 .

[8]  Dongwei Shu,et al.  Free vibration analysis of composite beams with two non-overlapping delaminations , 2004 .

[9]  Grant P. Steven,et al.  VIBRATION-BASED MODEL-DEPENDENT DAMAGE (DELAMINATION) IDENTIFICATION AND HEALTH MONITORING FOR COMPOSITE STRUCTURES — A REVIEW , 2000 .

[10]  Hani G. Melhem,et al.  Damage detection of structures by wavelet analysis , 2004 .

[11]  Leonard Ziemiański,et al.  Neural networks in mechanics of structures and materials – new results and prospects of applications , 2001 .

[12]  K. Chandrashekhara,et al.  A thick composite-beam model for delamination prediction by the use of neural networks , 2000 .

[13]  L. Yam,et al.  Detection of internal delamination in multi-layer composites using wavelet packets combined with modal parameter analysis , 2004 .

[14]  Sven Thelandersson,et al.  Vibration-based structural damage identification using wavelet transform , 2008 .

[15]  Helle Hein,et al.  Computationally efficient delamination detection in composite beams using Haar wavelets , 2011 .

[16]  Sathya Hanagud,et al.  Dynamics of delaminated beams , 2000 .

[17]  Gerard C. Pardoen,et al.  Effect of Delamination on the Natural Frequencies of Composite Laminates , 1989 .

[18]  Debabrata Chakraborty,et al.  Artificial neural network based delamination prediction in laminated composites , 2005 .

[19]  Wei-Xin Ren,et al.  Wavelet packet based damage identification of beam structures , 2005 .

[20]  Christian N. Della,et al.  Vibration of Delaminated Composite Laminates: A Review , 2007 .

[21]  A. C. Okafor,et al.  Delamination Prediction in Composite Beams with Built-In Piezoelectric Devices Using Modal Analysis and Neural Network , 1996 .

[22]  Marek Krawczuk,et al.  Damage identification by wavelet analysis , 2008 .

[23]  Pedro Tomás,et al.  Neural code metrics: Analysis and application to the assessment of neural models , 2009, Neurocomputing.

[24]  Norris Stubbs,et al.  Damage identification in beam-type structures: frequency-based method vs mode-shape-based method , 2003 .

[25]  X. Fang,et al.  Structural damage detection using neural network with learning rate improvement , 2005 .

[26]  Krzysztof Wilde,et al.  Application of continuous wavelet transform in vibration based damage detection method for beams and plates , 2006 .

[27]  Tapabrata Ray,et al.  Vibration-based inverse algorithms for detection of delamination in composites , 2013 .

[28]  Xiaomin Deng,et al.  Damage detection with spatial wavelets , 1999 .

[29]  Chih-Chen Chang,et al.  Structural Damage Assessment Based on Wavelet Packet Transform , 2002 .

[30]  L. Yam,et al.  Detection of delamination damage in composite plates using energy spectrum of structural dynamic responses decomposed by wavelet analysis , 2004 .

[31]  L. H. Yam,et al.  Vibration-based damage detection for composite structures using wavelet transform and neural network identification , 2003 .

[32]  Shi-jie Zheng,et al.  A genetic fuzzy radial basis function neural network for structural health monitoring of composite laminated beams , 2011, Expert Syst. Appl..

[33]  Zhong-Xian Li,et al.  Damage identification for beams using ANN based on statistical property of structural responses , 2008 .

[34]  Chunhui Yang,et al.  Assessment of delamination in composite beams using shear horizontal (SH) wave mode , 2007 .

[35]  Xin Jin,et al.  Wavelet-based feature extraction using probabilistic finite state automata for pattern classification , 2011, Pattern Recognit..