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Nondestructive Testing and Evaluation Volume 24, 2009 - Issue 1-2: Electromagnetic NDE
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Original Articles

Automatic classification of eddy current signals based on kernel methods

Bo Ye State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
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Pingjie Huang State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, ChinaCorrespondence[email protected] caijinhui,huangpingjie,fmbcbh,hoverg,houdb,gxzhang,[email protected]
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Mengbao Fan State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
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Xiang Gong State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
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Dibo Hou State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
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Guangxin Zhang State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
&
Zekui Zhou State Key Laboratory of Industrial Control Technology, Department of Control Science & Engineering, Zhejiang University, Hangzhou, 310027, China
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Pages 19-37 | Received 28 Jun 2007, Accepted 26 Aug 2007, Published online: 24 Sep 2010

Citations (17)

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Peng Gao, Chao Wang, Ya Zhi & Yang Li. (2014) Defect classification using phase lag information of EC-GMR output. Nondestructive Testing and Evaluation 29:3, pages 229-242.
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Baoling Liu, Dibo Hou, Pingjie Huang, Banteng Liu, Huayi Tang, Wubo Zhang, Peihua Chen & Guangxin Zhang. (2013) An improved PSO-SVM model for online recognition defects in eddy current testing. Nondestructive Testing and Evaluation 28:4, pages 367-385.
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Articles from other publishers (15)

Baoling Liu, Huiling Hu, Jie Peng, Yuxin Zhou & Xiaocui Yuan. (2021) Rail defect identification method based on pulsed eddy current detection and Small-DCNN. Rail defect identification method based on pulsed eddy current detection and Small-DCNN.
Hu Pengfei, Xie Qingsheng & Huang Haisong. (2020) A New Method of Eddy Current Impedance-Extracting and Hardness-Classifying for Valves. IEEE Access 8, pages 46781-46794.
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Weiquan Deng, Bo Ye, Jun Bao, Guoyong Huang & Jiande Wu. (2019) Classification and Quantitative Evaluation of Eddy Current Based on Kernel-PCA and ELM for Defects in Metal Component. Metals 9:2, pages 155.
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Mónica P. Arenas, Tiago J. Rocha, Chandra S. Angani, Artur L. Ribeiro, Helena G. Ramos, Carlos B. Eckstein, João M.A. Rebello & Gabriela R. Pereira. (2018) Novel austenitic steel ageing classification method using eddy current testing and a support vector machine. Measurement 127, pages 98-103.
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Baoling Liu & Zhinong Li. (2017) Study on the automatic recognition of hidden defects based on Hilbert Huang transform and hybrid SVM — PSO model. Study on the automatic recognition of hidden defects based on Hilbert Huang transform and hybrid SVM — PSO model.
Simon Hoell & Piotr Omenzetter. (2017) Fukunaga-Koontz feature transformation for statistical structural damage detection and hierarchical neuro-fuzzy damage localisation. Journal of Sound and Vibration 400, pages 329-353.
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. 2017. Transient Electromagnetic-Thermal Nondestructive Testing. Transient Electromagnetic-Thermal Nondestructive Testing 327 342 .
Mengbao Fan, Qi Wang, Binghua Cao, Bo Ye, Ali Sunny & Guiyun Tian. (2016) Frequency Optimization for Enhancement of Surface Defect Classification Using the Eddy Current Technique. Sensors 16:5, pages 649.
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Andrea Bernieri, Giovanni Betta, Luigi Ferrigno, Marco Laracca & Stefano Mastrostefano. (2014) Multifrequency Excitation and Support Vector Machine Regressor for ECT Defect Characterization. IEEE Transactions on Instrumentation and Measurement 63:5, pages 1272-1280.
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Gao Peng, Wang Chao, Zhi Ya, Li Yang, Wang Li-Bin & Cong Zheng. (2014) Extraction of nonlinear characteristics from eddy current magnetic field of Al-alloy weld and their classification. Acta Physica Sinica 63:13, pages 134103.
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Mengchun Pan, Yunze He, Guiyun Tian, Dixiang Chen & Feilu Luo. (2013) PEC Frequency Band Selection for Locating Defects in Two-Layer Aircraft Structures With Air Gap Variations. IEEE Transactions on Instrumentation and Measurement 62:10, pages 2849-2856.
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Andrea Bernieri, Giovanni Betta, Luigi Ferrigno & Marco Laracca. (2013) A novel biaxial probe implementing multifrequency excitation and SVM processing for NDT. A novel biaxial probe implementing multifrequency excitation and SVM processing for NDT.
Bo Ye, Fang Zeng & Ming Li. (2013) A Bayesian Network Method for Automatic Classification of Eddy Current NDE Signals. Applied Mechanics and Materials 291-294, pages 2775-2779.
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Yunze He, Mengchun Pan, Dixiang Chen & Feilu Luo. (2013) PEC defect automated classification in aircraft multi-ply structures with interlayer gaps and lift-offs. NDT & E International 53, pages 39-46.
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Yunze He, Mengchun Pan, Feilu Luo, Dixiang Chen & Xiangchao Hu. (2013) Support vector machine and optimised feature extraction in integrated eddy current instrument. Measurement 46:1, pages 764-774.
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