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Harmonic Detection for Shunt Active Power Filter Using ADALINE Neural Network

Author

Listed:
  • Sarawut Janpong

    (Power Electronics, Energy, Machines and Control Research Group, School of Electrical Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand)

  • Kongpol Areerak

    (Power Electronics, Energy, Machines and Control Research Group, School of Electrical Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand)

  • Kongpan Areerak

    (Power Electronics, Energy, Machines and Control Research Group, School of Electrical Engineering, Suranaree University of Technology, Nakhon Ratchasima 30000, Thailand)

Abstract

This paper presents an efficient harmonic detection for real-time generation of the reference current fed to a shunt active power filter using the ADALINE neural network. This proposed method is a single layer with 101 nodes generating the coefficients referred to as weights of the reference current model. It effectively overcomes the drawback of the current technology, which is instantaneous power theory (PQ). The proposed method was implemented on the TMS320F28335 DSP board and tested against MATLAB with Simulink as a hardware-in-loop (HIL) structure. This method gives a good performance by producing a precise reference current in a short period with uncomplicated calculation. It also efficiently can eliminate individual harmonic current. The achieved percentage of total harmonic distortion (%THD) in the current is reduced following the IEEE standard, while the power factor can be maintained to unity.

Suggested Citation

  • Sarawut Janpong & Kongpol Areerak & Kongpan Areerak, 2021. "Harmonic Detection for Shunt Active Power Filter Using ADALINE Neural Network," Energies, MDPI, vol. 14(14), pages 1-21, July.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:14:p:4351-:d:597249
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    References listed on IDEAS

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    1. Suleiman Musa & Mohd Amran Mohd Radzi & Hashim Hizam & Noor Izzri Abdul Wahab & Yap Hoon & Muhammad Ammirrul Atiqi Mohd Zainuri, 2017. "Modified Synchronous Reference Frame Based Shunt Active Power Filter with Fuzzy Logic Control Pulse Width Modulation Inverter," Energies, MDPI, vol. 10(6), pages 1-17, May.
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    Cited by:

    1. Dawid Buła & Grzegorz Jarek & Jarosław Michalak & Marcin Zygmanowski, 2021. "Control Method of Four Wire Active Power Filter Based on Three-Phase Neutral Point Clamped T-Type Converter," Energies, MDPI, vol. 14(24), pages 1-18, December.
    2. Rui Hou & Pengfei Wang & Jian Wu & Dianguo Xu, 2022. "Research on Oscillation Suppression Methods in Shunt Active Power Filter System," Energies, MDPI, vol. 15(9), pages 1-19, April.
    3. Dawid Buła & Dariusz Grabowski & Marcin Maciążek, 2022. "A Review on Optimization of Active Power Filter Placement and Sizing Methods," Energies, MDPI, vol. 15(3), pages 1-35, February.

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