Structural Damage Identification Based on the Transmissibility Function and Support Vector Machine

作者: Yansong Diao , Xue Men , Zuofeng Sun , Kongzheng Guo , Yumei Wang

DOI: 10.1155/2018/4892428

关键词:

摘要: A novel damage identification method based on transmissibility function and support vector machine is proposed outlined in this paper. Basically, the calculated with acceleration responses from damaged structure. Then two features, namely, wavelet packet energy low order principal components, are constructed by analyzing amplitude of decomposition component analysis separately. Finally, classification algorithm regression employed to identify location severity respectively. The numerical simulation shaking table model test an offshore platform under white noise excitation conducted verify method. results show that does not need information data undamaged structure, needs only small size samples, has certain antinoise ability. detection accuracy feature superior decomposition.

参考文章(35)
Seyed Alireza Ravanfar, Hashim Abdul Razak, Zubaidah Ismail, S. J. S. Hakim, A two-step damage identification approach for beam structures based on wavelet transform and genetic algorithm Meccanica. ,vol. 51, pp. 635- 653 ,(2016) , 10.1007/S11012-015-0227-8
Dapeng Zhu, Xiaohua Yi, Yang Wang, A local excitation and measurement approach for decentralized damage detection using transmissibility functions Structural Control & Health Monitoring. ,vol. 23, pp. 487- 502 ,(2016) , 10.1002/STC.1781
Alex J. Smola, Bernhard Schölkopf, A tutorial on support vector regression Statistics and Computing. ,vol. 14, pp. 199- 222 ,(2004) , 10.1023/B:STCO.0000035301.49549.88
Jo Woon Chong, Yeesock Kim, Ki H Chon, Nonlinear multiclass support vector machine–based health monitoring system for buildings employing magnetorheological dampers: Journal of Intelligent Material Systems and Structures. ,vol. 25, pp. 1456- 1468 ,(2014) , 10.1177/1045389X13507343
Sofia Pavlopoulou, Keith Worden, Costas Soutis, None, Novelty detection and dimension reduction via guided ultrasonic waves: Damage monitoring of scarf repairs in composite laminates: Journal of Intelligent Material Systems and Structures. ,vol. 27, pp. 549- 566 ,(2016) , 10.1177/1045389X15574937
Chang Liu, Joel B. Harley, Mario Bergés, David W. Greve, Irving J. Oppenheim, Robust ultrasonic damage detection under complex environmental conditions using singular value decomposition Ultrasonics. ,vol. 58, pp. 75- 86 ,(2015) , 10.1016/J.ULTRAS.2014.12.005
N.M.M. MAIA, J.M.M. SILVA, A.M.R. RIBEIRO, THE TRANSMISSIBILITY CONCEPT IN MULTI-DEGREE-OF-FREEDOM SYSTEMS Mechanical Systems and Signal Processing. ,vol. 15, pp. 129- 137 ,(2001) , 10.1006/MSSP.2000.1356
Nguyen LD Khoa, Bang Zhang, Yang Wang, Fang Chen, Samir Mustapha, Robust dimensionality reduction and damage detection approaches in structural health monitoring Structural Health Monitoring-an International Journal. ,vol. 13, pp. 406- 417 ,(2014) , 10.1177/1475921714532989
Youliang Ding, Aiqun Li, Tao Liu, A Study on the WPT-based Structural Damage Alarming of the ASCE Benchmark Experiments: Advances in Structural Engineering. ,vol. 11, pp. 121- 127 ,(2008) , 10.1260/136943308784069496
Mohsen Khatibinia, Mohammad Javad Fadaee, Javad Salajegheh, Eysa Salajegheh, Seismic reliability assessment of RC structures including soil–structure interaction using wavelet weighted least squares support vector machine Reliability Engineering & System Safety. ,vol. 110, pp. 22- 33 ,(2013) , 10.1016/J.RESS.2012.09.006