A Fault Feature Extraction Model in Synchronous Generator under Stator Inter-Turn Short Circuit Based on ACMD and DEO3S

被引:1
|
作者
He Y. [1 ]
Li S. [1 ]
Zhang C. [1 ]
Wang X. [1 ]
机构
[1] Department of Mechanical Engineering, The Hebei Key Laboratory of Electric Machinery Health Maintenance and Failure Prevention, North China Electric Power University, Baoding
来源
基金
中国国家自然科学基金;
关键词
adaptive chirp mode decomposition; demodulation energy operator of symmetrical differencing; stator inter-turn short circuit; Synchronous generator; vibration signal processing;
D O I
10.32604/SDHM.2023.022317
中图分类号
学科分类号
摘要
This paper proposed a new diagnosis model for the stator inter-turn short circuit fault in synchronous generators. Different from the past methods focused on the current or voltage signals to diagnose the electrical fault, the stator vibration signal analysis based on ACMD (adaptive chirp mode decomposition) and DEO3S (demodulation energy operator of symmetrical differencing) was adopted to extract the fault feature. Firstly, FT (Fourier transform) is applied to the vibration signal to obtain the instantaneous frequency, and PE (permutation entropy) is calculated to select the proper weighting coefficients. Then, the signal is decomposed by ACMD, with the instantaneous frequency and weighting coefficient acquired in the former step to obtain the optimal mode. Finally, DEO3S is operated to get the envelope spectrum which is able to strengthen the characteristic frequencies of the stator inter-turn short circuit fault. The study on the simulating signal and the real experiment data indicates the effectiveness of the proposed method for the stator inter-turn short circuit fault in synchronous generators. In addition, the comparison with other methods shows the superiority of the proposed model. © 2023 Tech Science Press. All rights reserved.
引用
收藏
页码:115 / 130
页数:15
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