Denoising of hydropower unit vibration signal based on variational mode decomposition and approximate entropy

Author:

An Xueli1,Yang Junjie2

Affiliation:

1. China Institute of Water Resources and Hydropower Research, Haidian District, Beijing, China

2. School of Information Science and Technology, Lingnan Normal University, Zhanjiang, Guangdong Province, China

Abstract

A denoising method for a hydropower unit vibration signal based on variational mode decomposition (VMD) and approximate entropy is proposed. The signal was decomposed by VMD into discrete numbers of modes, then the approximate entropy of each mode was computed. These modes were reconstructed according to a preset threshold of the approximate entropy. Finally, the denoising of the hydropower unit vibration signal can be achieved. A simulation signal and real signals of hydropower unit vibration were used to verify the proposed method. The results showed that the proposed method had a good denoising performance and was better than the wavelet transform method in the signal-to-noise ratio (SNR), root mean square error (RMSE) and partial correlation index. It was ideally suited for the online denoising of the hydropower unit vibration signal.

Publisher

SAGE Publications

Subject

Instrumentation

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