Abstract
Wavelet transform modulus (WTM) has been used to detect or localize transient signal discontinuities. A numerical analysis indicated that these power quality disturbance (PQD) events are extremely sensitive to the random phase offset due to shift-variant wavelet or wavelet packet characteristics, which have not been comprehensively discussed yet. In this paper, we define wavelet packet transform modulus (WPTM) and present a WPTM-based PQD feature detection that is robust to severe power signal channels including random phase offset and low signal-to-noise ratio (≤25 dB). The presented WPTM-based detection that exhibits an exponentially increased degrees of freedom (DoF) and has better correlation properties than existing WTM-based detection of a limited DoF (two or three). We then use a standard median filter to efficiently remove impulsive noise and add a threshold modification step to reduce the false edge detection rate under random phase offset conditions while maintaining a reasonable detection rate. The proposed scheme uses the majority voting-based indirect correlation or root-mean-square metric between wavelet packet coefficients, rather than the conventional wavelet denoising or correlation metric. For a reliable numerical analysis, the proposed scheme uses both double- and single-edge-based detection measures, and the results verify its superiority over the conventional wavelet-based, wavelet-correlation-based, or non-wavelet-based schemes.
Original language | English |
---|---|
Article number | 2825 |
Journal | Applied Sciences (Switzerland) |
Volume | 11 |
Issue number | 6 |
DOIs | |
State | Published - 2 Mar 2021 |
Bibliographical note
Funding Information:Funding: This work was funded by the Korean government (MSIT) (2017R1A2B4005840) and the Catholic University of Korea, Research Fund, 2021.
Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
Keywords
- Adaptive denoising
- Detection
- Impulsive noise
- Phase offset
- Power quality disturbance (PQD)
- Smart grid
- Wavelet packet transform (WPT)