Advanced SearchSearch Tips
State detection of explosive welding structure by dual-tree complex wavelet transform based permutation entropy
facebook(new window)  Pirnt(new window) E-mail(new window) Excel Download
 Title & Authors
State detection of explosive welding structure by dual-tree complex wavelet transform based permutation entropy
Si, Yue; Zhang, ZhouSuo; Cheng, Wei; Yuan, FeiChen;
Recent years, explosive welding structures have been widely used in many engineering fields. The bonding state detection of explosive welding structures is significant to prevent unscheduled failures and even catastrophic accidents. However, this task still faces challenges due to the complexity of the bonding interface. In this paper, a new method called dual-tree complex wavelet transform based permutation entropy (DTCWT-PE) is proposed to detect bonding state of such structures. Benefiting from the complex analytical wavelet function, the dual-tree complex wavelet transform (DTCWT) has better shift invariance and reduced spectral aliasing compared with the traditional wavelet transform. All those characters are good for characterizing the vibration response signals. Furthermore, as a statistical measure, permutation entropy (PE) quantifies the complexity of non-stationary signals through phase space reconstruction, and thus it can be used as a viable tool to detect the change of bonding state. In order to more accurate identification and detection of bonding state, PE values derived from DTCWT coefficients are proposed to extract the state information from the vibration response signal of explosive welding structure, and then the extracted PE values serve as input vectors of support vector machine (SVM) to identify the bonding state of the structure. The experiments on bonding state detection of explosive welding pipes are presented to illustrate the feasibility and effectiveness of the proposed method.
explosive welding structure;bonding state detection;dual-tree complex wavelet transform;permutation entropy;vibration response signals analysis;
 Cited by
A novel method to aging state recognition of viscoelastic sandwich structures,;;;;;

Steel and Composite Structures, 2016. vol.21. 6, pp.1183-1210 crossref(new window)
Dual-Tree Complex Wavelet Transform and Twin Support Vector Machine for Pathological Brain Detection, Applied Sciences, 2016, 6, 12, 169  crossref(new windwow)
A novel method to aging state recognition of viscoelastic sandwich structures, Steel and Composite Structures, 2016, 21, 6, 1183  crossref(new windwow)
Mono-modal feature extraction for bonding quality detection of explosive clad structure with optimized dual-tree complex wavelet transform, Journal of Sound and Vibration, 2017, 392, 346  crossref(new windwow)
Acarer, M., Gulenc, B. and Findik, F. (2004), "The influence of some factors on steel/steel bonding quality on their characteristics of explosive welding joints", J. Mater. Sci., 39(21), 6457-6466. crossref(new window)

Akbari Mousavi, S.A.A., Al-Hassani, S.T.S. and Atkins, A.G. (2008), "Bond strength of explosively welded specimens", Mater. Des., 29(7), 1334-1352. crossref(new window)

Bandt, C. and Pompe, B. (2002), "Permutation entropy: A natural complexity measure for time series", Phys. Rev. Lett., 88(17), 174102. crossref(new window)

Cao, Y., Tung, W.W., Gao, J., Protopopescu, V. and Hively, L. (2004), "Detecting dynamical changes in time series using the permutation entropy", Phys. Rev. - SERIES E, 70(4; PART 2), 046217. crossref(new window)

Chen, G. (2014), "Automatic EEG seizure detection using dual-tree complex wavelet-Fourier features", Expert Syst. Appl., 41(5), 2391-2394. crossref(new window)

Chen, G.Y., Bui, T.D. and Krzyżak, A. (2009), "Invariant pattern recognition using radon, dual-tree complex wavelet and Fourier transforms", Pattern Recogn., 42(9), 2013-2019. crossref(new window)

Chen, H.-L.R., Zhang, B., Alvin, M.A. and Lin, Y. (2012), "Ultrasonic detection of delamination and material characterization of thermal barrier coatings", J. Therm. Spray Techn., 21(6), 1184-1194. crossref(new window)

Durgutlu, A., Gulenc, B. and Findik, F. (2005), "Examination of copper/stainless steel joints formed by explosive welding", Mater. Des., 26(6), 497-507. crossref(new window)

Feng, Z. and Zuo, M.J. (2013), "Fault diagnosis of planetary gearboxes via torsional vibration signal analysis", Mech. Syst. Signal Process., 36(2), 401-421. crossref(new window)

Findik, F. (2011), "Recent developments in explosive welding", Mater. Des., 32(3), 1081-1093. crossref(new window)

Gulenc, B. (2008), "Investigation of interface properties and weldability of aluminum and copper plates by explosive welding method", Mater. Des., 29(1), 275-278. crossref(new window)

Hanke, R., Fuchs, T. and Uhlmann, N. (2008), "X-ray based methods for non-destructive testing and material characterization", Nucl. Instrum. Meth. in Physics Research Section A, 591(1), 14-18. crossref(new window)

He, Z.J., Chen, X.F. and Zhang, X.L. (2010), "Fault diagnosis based on support vector machines with parameter optimization by an ant colony algorithm", Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 224(1), 217-229. crossref(new window)

Hester, D. and Gonzalez, A. (2012), "A wavelet-based damage detection algorithm based on bridge acceleration response to a vehicle", Mech. Syst. Signal Process., 28, 145-166. crossref(new window)

Hu, H. (2011), "Multiscale illumination normalization for face recognition using dual-tree complex wavelet transform in logarithm domain", Computer Vis. Image Und., 115(10), 1384-1394. crossref(new window)

Jayaswal, P., Verma, S.N. and Wadhwani, A.K. (2010), "Application of ANN, Fuzzy Logic and Wavelet Transform in machine fault diagnosis using vibration signal analysis", J. Qual. Maint. Eng., 16(2), 190-213. crossref(new window)

Kaya, Y. and Kahraman, N. (2013), "An investigation into the explosive welding/cladding of Grade A ship steel/AISI 316L austenitic stainless steel", Mater. Des., 52, 367-372. crossref(new window)

Kingsbury, N.G. (1998), "The dual-tree complex wavelet transform: a new technique for shift invariance and directional filters", Image Processing, 319-322.

Kingsbury, N. (2001), "Complex wavelets for shift invariant analysis and filtering of signals", Appl. Comput. Harmon. Anal., 10(3), 234-253. crossref(new window)

Kahraman, N., Gulenc, B. and Findik, F. (2005), "Joining of titanium/stainless steel by explosive welding and effect on interface", J. Mater. Process. Techn., 169(2), 127-133. crossref(new window)

Kahraman, N., Gulenc, B. and Findik, F. (2007), "Corrosion and mechanical-micro structural aspects of dissimilar joints of Ti-6Al-4V and Al plates", Int. J. Impact Eng., 34(8), 1423-1432. crossref(new window)

Li, X., Ouyang, G. and Liang, Z. (2008), "Complexity measure of motor current signals for tool flute breakage detection in end milling", Int. J. Mach. Tools Manuf., 48(3), 371-379. crossref(new window)

Lihong, Z., Ying, S., Yushi, Z., Cheng, Z. and Yi, Z (2009), "Face recognition based on multi-class SVM", Proceedings of Control and Decision Conference, CCDC'09, IEEE, pp. 5871-5873.

Liu, T.Y., Chiang, W.L., Chen, C.W., Hsu, W.K., Lu, L.C. and Chu, T.J. (2010), "Identification and monitoring of bridge health from ambient vibration data", J. Vib. Control, 17(4), 589-603.

Mousawi, S.A.A.A. and Sartangi, P.F. (2009), "Experimental investigation of explosive welding of cp-titanium/AISI 304 stainless steel", Mater. Des., 30(3), 459-468. crossref(new window)

Nair, U., Krishna, B.M., Namboothiri, V. and Nampoori, V. (2010), "Permutation entropy based real-time chatter detection using audio signal in turning process", Int. J. Adv. Manuf. Techn., 46(1-4), 61-68. crossref(new window)

Nicolaou, N. and Georgiou, J. (2012), "Detection of epileptic electroencephalogram based on Permutation Entropy and Support Vector Machines", Expert Syst. Appl., 39(1), 202-209. crossref(new window)

Ren, W.-X. and Sun, Z.-S. (2008), "Structural damage identification by using wavelet entropy", Eng. Struct., 30(10), 2840-2849. crossref(new window)

Scholey, J.J., Wilcox, P.D., Wisnom, M.R. and Friswell, M.I. (2010), "Quantitative experimental measurements of matrix cracking and delamination using acoustic emission", Compos. Part A: Appl. Sci. Manuf., 41(5), 612-623. crossref(new window)

Selesnick, I.W., Baraniuk, R.G. and Kingsbury, N.C. (2005), "The dual-tree complex wavelet transform", Signal Process. Magazine, IEEE, 22(6), 123-151. crossref(new window)

Sugumaran, V., Sabareesh, G. and Ramachandran, K. (2008), "Fault diagnostics of roller bearing using kernel based neighborhood score multi-class support vector machine", Expert Syst. Appl., 34(4), 3090-3098. crossref(new window)

Tang, X., Zhuang, L., Cai, J. and Li, C. (2010), "Multi-fault classification based on support vector machine trained by chaos particle swarm optimization", Knowledge-Based Syst., 23(5), 486-490. crossref(new window)

Tiwari, R., Gupta, V.K. and Kankar, P.K. (2013), "Bearing fault diagnosis based on multi-scale permutation entropy and adaptive neuro fuzzy classifier", J. Vib. Control.

Wang, L., Yang, Z. and Waters, T.P. (2010a), "Structural damage detection using cross correlation functions of vibration response", J. Sound Vib., 329(24), 5070-5086. crossref(new window)

Wang, Y., He, Z. and Zi, Y. (2010b), "Enhancement of signal denoising and multiple fault signatures detecting in rotating machinery using dual-tree complex wavelet transform", Mech. Syst. Signal Process., 24(1), 119-137. crossref(new window)

Wronka, B. (2010), "Testing of explosive welding and welded joints: joint mechanism and properties of explosive welded joints", J. Mater. Sci., 45(15), 4078-4083. crossref(new window)

Yan, G., Duan, Z., Ou, J. and De Stefano, A. (2010), "Structural damage detection using residual forces based on wavelet transform", Mech. Syst. Signal Process., 24(1), 224-239. crossref(new window)

Yan, R., Liu, Y. and Gao, R.X. (2012), "Permutation entropy: A nonlinear statistical measure for status characterization of rotary machines", Mech. Syst. Signal Process., 29, 474-484. crossref(new window)

Zareie Rajani, H.R. and Akbari Mousavi, S.A.A. (2012), "The effect of explosive welding parameters on metallurgical and mechanical interfacial features of Inconel 625/plain carbon steel bimetal plate", Mater. Sci. Eng.: A, 556, 454-464. crossref(new window)