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author:

Hong, Cui (Hong, Cui.) [1] (Scholars:洪翠) | Yang, Huafeng (Yang, Huafeng.) [2] | Lu, Guoyi (Lu, Guoyi.) [3] | Yang, Gengjie (Yang, Gengjie.) [4] (Scholars:杨耿杰)

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Abstract:

The vibration signal on the surface of distribution transformer contains rich state information of the winding and iron core, which directly reflects the working conditions of the winding and iron core. The Hilbert-Huang Transform (HHT) band-pass filtering is adopted to extract the main components of the distribution transformer vibration signal. The 100 Hz and 150~1 000 Hz signals are obtained, which represent the working conditions of the winding and iron core, respectively. The load current curve fitting method is used to extract the features of the vibration signal, the 100Hz vibration amplitude of the winding under specified load is estimated from the measured vibration signal, and the feature vectors of winding vibration are constructed. The bi-spectrum analysis combined with Singular Value Decomposition (SVD) that has good generalization capability and robustness is adopted to represent the vibration features of the iron core. Large number of feature vectors were extracted from various fault vibration signals tested in the laboratory, such as winding looseness, winding deformation, core looseness, core two-point grounding, poor core grounding and so on. The Support Vector Machine (SVM) based on information fusion was used to achieve the condition identification of the winding and core. The results verify the effectiveness and accuracy of the proposed algorithm. © 2016, Science Press. All right reserved.

Keyword:

Bandpass filters Curve fitting Electric transformers Iron Mathematical transformations Singular value decomposition Spectrum analysis Support vector machines Vectors Vibration analysis Winding

Community:

  • [ 1 ] [Hong, Cui]College of Electric Engineering and Automation, Fuzhou University, Fuzhou; 350116, China
  • [ 2 ] [Yang, Huafeng]College of Electric Engineering and Automation, Fuzhou University, Fuzhou; 350116, China
  • [ 3 ] [Lu, Guoyi]Fuzhou Metro Co., Ltd., Fuzhou; 350001, China
  • [ 4 ] [Yang, Gengjie]College of Electric Engineering and Automation, Fuzhou University, Fuzhou; 350116, China

Reprint 's Address:

  • 杨耿杰

    [yang, gengjie]college of electric engineering and automation, fuzhou university, fuzhou; 350116, china

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Source :

Chinese Journal of Scientific Instrument

ISSN: 0254-3087

CN: 11-2179/TH

Year: 2016

Issue: 6

Volume: 37

Page: 1299-1308

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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