LAPSE:2019.0255
Published Article
LAPSE:2019.0255
Raman Spectral Characteristics of Oil-Paper Insulation and Its Application to Ageing Stage Assessment of Oil-Immersed Transformers
Jingxin Zou, Weigen Chen, Fu Wan, Zhou Fan, Lingling Du
February 5, 2019
The aging of oil-paper insulation in power transformers may cause serious power failures. Thus, effective monitoring of the condition of the transformer insulation is the key to prevent major accidents. The purpose of this study was to explore the feasibility of confocal laser Raman spectroscopy (CLRS) for assessing the aging condition of oil-paper insulation. Oil-paper insulation samples were subjected to thermal accelerated ageing at 120 °C for up to 160 days according to the procedure described in the IEEE Guide. Meanwhile, the dimension of the Raman spectrum of the insulation oil was reduced by principal component analysis (PCA). The 160 oil-paper insulation samples were divided into five aging stages as training samples by clustering analysis and with the use of the degree of polymerization of the insulating papers. In addition, the features of the Raman spectrum were used as the inputs of a multi-classification support vector machine. Finally, 105 oil-paper insulation testing samples aged at a temperature of 130 °C were used to further test the diagnostic capability and universality of the established algorithm. Results demonstrated that CLRS in conjunction with the PCA-SVM technique provides a new way for aging stage assessment of oil-paper insulation equipment in the field.
Keywords
aging stage, clustering analysis, degree of polymerization, power transformers, principal component analysis, Raman spectroscopy, support vector machine
Suggested Citation
Zou J, Chen W, Wan F, Fan Z, Du L. Raman Spectral Characteristics of Oil-Paper Insulation and Its Application to Ageing Stage Assessment of Oil-Immersed Transformers. (2019). LAPSE:2019.0255
Author Affiliations
Zou J: State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University, Chongqing 400044, China
Chen W: State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University, Chongqing 400044, China
Wan F: State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University, Chongqing 400044, China
Fan Z: State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University, Chongqing 400044, China
Du L: State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University, Chongqing 400044, China
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Journal Name
Energies
Volume
9
Issue
11
Article Number
E946
Year
2016
Publication Date
2016-11-12
Published Version
ISSN
1996-1073
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PII: en9110946, Publication Type: Journal Article
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LAPSE:2019.0255
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doi:10.3390/en9110946
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Feb 5, 2019
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Feb 5, 2019
 
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Calvin Tsay
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