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March 3, 2026i-manager s Journal on Circuits and Systems0 citations

A novel neural network approach for harmonic distortion detection in power systems

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SSS. Ingle SuchitaSAShiralkar AshpanaBSBakre Shashikant

Key Points

  • Harmonic distortion detection improves efficiency and reduces operational risks in power systems.
  • The proposed neural network method offers a simpler and more cost-effective alternative to traditional methods.
  • Analysis shows the neural network significantly enhances real-time detection capabilities compared to Fourier and wavelet methods.
  • This method provides better pattern recognition, but further validation in diverse settings is needed.

Abstract

Harmonic distortion in power systems can lead to inefficiencies, equipment failures and operational risks. Generally, the high order harmonics are introduced in a system when the electricity is controlled by electronics. Traditional detection methods, such as Fourier and wavelet analysis, typically face challenges with real-time detection due to high computational demands. The harmonic measurements are conducted on Power Quality Analyzers, Harmonic Analyzers and numeric meters. This paper proposes a novel neural network-based approach for harmonic distortion detection, utilizing the pattern recognition capabilities of Artificial Neural Networks (ANNs). The proposed method is simple, cost effective and feasible.

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Cite This Study

Suchita et al. (2025) studied this question.

synapsesocial.com/papers/69a75a9dc6e9836116a20aa6https://doi.org/10.26634/jcir.13.1.22074
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Beginner's guide to neural networks2003 · 9 citations
  2. 2Intelligent Neural Network-Based Fast Power System Harmonic Detection2007 · 242 citations
  3. 3Harmonics and interharmonics spectral analysis by ANN2016 · 9 citations
  4. 4Harmonic Analysis and Applications2020 · 171 citations
  5. 5Neural networks in control systems2002 · 18 citations