Journal of Applied Mathematics and Physics

Volume 12, Issue 6 (June 2024)

ISSN Print: 2327-4352   ISSN Online: 2327-4379

Google-based Impact Factor: 1.00  Citations  

Variational Mode Decomposition-Informed Empirical Wavelet Transform for Electric Vibrator Noise Analysis

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DOI: 10.4236/jamp.2024.126138    74 Downloads   317 Views  

ABSTRACT

Electric vibrators find wide applications in reliability testing, waveform generation, and vibration simulation, making their noise characteristics a topic of significant interest. While Variational Mode Decomposition (VMD) and Empirical Wavelet Transform (EWT) offer valuable support for studying signal components, they also present certain limitations. This article integrates the strengths of both methods and proposes an enhanced approach that integrates VMD into the frequency band division principle of EWT. Initially, the method decomposes the signal using VMD, determining the mode count based on residuals, and subsequently employs EWT decomposition based on this information. This addresses mode aliasing issues in the original method while capitalizing on VMD’s adaptability. Feasibility was confirmed through simulation signals and ultimately applied to noise signals from vibrators. Experimental results demonstrate that the improved method not only resolves EWT frequency band division challenges but also effectively decomposes signal components compared to the VMD method.

Share and Cite:

Xu, Z. and Chen, Z. (2024) Variational Mode Decomposition-Informed Empirical Wavelet Transform for Electric Vibrator Noise Analysis. Journal of Applied Mathematics and Physics, 12, 2320-2332. doi: 10.4236/jamp.2024.126138.

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