A Principal Component Analysis Control Chart Method for Catenary Status Evaluation and Diagnosis

Lin, Shan and Liu, Liping and Rao, Meiwan and Deng, Shu and Wang, Jiaxin and Zhong, Wenfan and Lun, Li and Mei, Yuan (2021) A Principal Component Analysis Control Chart Method for Catenary Status Evaluation and Diagnosis. Advances in Civil Engineering, 2021. pp. 1-10. ISSN 1687-8086

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Abstract

To make accurate and comprehensive evaluation of the catenary and diagnose the causes of the catenary fault, a method of catenary state evaluation and diagnosis based on the principal component analysis control chart was proposed, which can make full use of the multidimensional detection parameters of the catenary. The principal component analysis was used to reduce the dimension of catenary parameters, the principal component T2 control chart was calculated to show the change of principal component of catenary state data, the residual SPE control chart was calculated to show the change of their correlation, and the contribution rate control chart was calculated to show the cause of abnormal state data. The method can not only transform the multidimensional detection parameters of the catenary into a statistic to realize the simple and intuitive evaluation of the catenary state but also can accurately determine the cause of the abnormal state, so as to provide technical support for the targeted condition-based maintenance of the catenary.

Item Type: Article
Subjects: STM Repository > Engineering
Depositing User: Managing Editor
Date Deposited: 10 Dec 2022 12:43
Last Modified: 07 May 2024 04:29
URI: http://classical.goforpromo.com/id/eprint/323

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