Transformer safety risk assessment method based on load characteristics and multiple fault characteristics

Due to the lack of correlation analysis on the influencing factors of the main transformer load of transformer in existing methods, the evaluation results are inaccurate. Therefore, we proposed the transformer risk assessment method considering load characteristics and multiple fault characteristics. Firstly, a correlation analysis is conducted on the factors affecting the main transformer load of the transformer. Based on the analysis results, principal component analysis and grey correlation analysis, the importance of different types of fault characteristics in transformers is measured, and the weight vectors of different fault types are calculated to obtain the corresponding feature vectors for transformer fault types. Then, the fault types and feature vectors of the transformer are statistically analyzed, and the risk of the transformer is evaluated by using improved Analytic Hierarchy Process. Finally, the experimental test results show that the proposed method can not only obtain high accuracy evaluation results, but also effectively reduce the evaluation time.

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Publication Details

Published
2024-09-23
DOI
https://doi.org/10.1109/icedcs64328.2024.00097
Primary Topic
Engineering Diagnostics and Reliability
Type
article
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Transformer safety risk assessment method based on load characteristics and multiple fault characteristics

Qian Li, Wenxin Guo, Huijuan Tan, Cheng Jiangdong et al.
Engineering Diagnostics and Reliability
article

Transformer safety risk assessment method based on load characteristics and multiple fault characteristics

Qian Li, Wenxin Guo, Huijuan Tan, Cheng Jiangdong, Kong Mingzhu, Li Haijin
article en

Abstract

Due to the lack of correlation analysis on the influencing factors of the main transformer load of transformer in existing methods, the evaluation results are inaccurate. Therefore, we proposed the transformer risk assessment method considering load characteristics and multiple fault characteristics. Firstly, a correlation analysis is conducted on the factors affecting the main transformer load of the transformer. Based on the analysis results, principal component analysis and grey correlation analysis, the importance of different types of fault characteristics in transformers is measured, and the weight vectors of different fault types are calculated to obtain the corresponding feature vectors for transformer fault types. Then, the fault types and feature vectors of the transformer are statistically analyzed, and the risk of the transformer is evaluated by using improved Analytic Hierarchy Process. Finally, the experimental test results show that the proposed method can not only obtain high accuracy evaluation results, but also effectively reduce the evaluation time.

Dongfang Electric Corporation (China) (CN), China Southern Power Grid (China) (CN)
Climate action
Openalex Percentile: Top 71%
Engineering Diagnostics and Reliability
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Transformer safety risk assessment method based on load characteristics and multiple fault characteristics — Qian Li, Wenxin Guo, et al. · (2024) | TGRS Research Map | TGRS