IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v16y2023i21p7354-d1271518.html
   My bibliography  Save this article

Optimizing Instrument Transformer Performance through Adaptive Blind Equalization and Genetic Algorithms

Author

Listed:
  • Denise Fonseca Resende

    (Department of Electrical Engineering, Federal University of Juiz de Fora, Juiz de Fora 36036-900, Brazil)

  • Leandro Rodrigues Manso Silva

    (Department of Electrical Engineering, Federal University of Juiz de Fora, Juiz de Fora 36036-900, Brazil)

  • Erivelton Geraldo Nepomuceno

    (Department of Eletronic Engineering, Maynooth University, W23 F2H6 Maynooth, Ireland)

  • Carlos Augusto Duque

    (Department of Electrical Engineering, Federal University of Juiz de Fora, Juiz de Fora 36036-900, Brazil)

Abstract

In real-world scenarios, deviations in the frequency response of instrumentation transformers can lead to distorted harmonic measurements, highlighting the critical role harmonic measurement plays in assessing power quality. The blind channel equalization technique offers a potential solution to improve the frequency response of a large number of instrumentation transformers already installed in substations. These transformers were designed to accurately measure only the fundamental phasor component. Therefore, in order to use them for harmonic phasor measurement, methodologies for reducing frequency distortion must be applied. In this work, we propose a novel approach to improve the frequency response of the instrument transformer using adaptive blind equalization. The blind technique can compensate for distortions caused by voltage and current transducers without requiring prior knowledge of input signals or circuit characteristics. The proposed methodology uses a Linear Prediction Filter to convert the colored noise present at the channel output into white noise. Furthermore, a genetic algorithm is used to find a pole to cancel possible zeroes present in the frequency response of some transducers. The main advantage of blind equalization with the genetic algorithm is its independence, operating without clear information about the channel or the input signal. Through extensive experimentation, we demonstrate the effectiveness of the proposed methodology in significantly reducing the absolute error in ratio and phase caused by current and voltage transformers. Simulated and laboratory experiments are presented in this paper.

Suggested Citation

  • Denise Fonseca Resende & Leandro Rodrigues Manso Silva & Erivelton Geraldo Nepomuceno & Carlos Augusto Duque, 2023. "Optimizing Instrument Transformer Performance through Adaptive Blind Equalization and Genetic Algorithms," Energies, MDPI, vol. 16(21), pages 1-17, October.
  • Handle: RePEc:gam:jeners:v:16:y:2023:i:21:p:7354-:d:1271518
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/16/21/7354/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/16/21/7354/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Michal Kaczmarek & Ernest Stano, 2023. "Challenges of Accurate Measurement of Distorted Current and Voltage in the Power Grid by Conventional Instrument Transformers," Energies, MDPI, vol. 16(6), pages 1-17, March.
    2. Bart Verhelst & Sané Rens & Johan Rens & Jos Knockaert & Jan Desmet, 2023. "On the Remote Calibration of Instrumentation Transformers: Influence of Temperature," Energies, MDPI, vol. 16(12), pages 1-17, June.
    3. Mohamed Agazar & Daniela Istrate & Patrice Pradayrol, 2023. "Evaluation of the Accuracy and Frequency Response of Medium-Voltage Instrument Transformers under the Combined Influence Factors of Temperature and Vibration," Energies, MDPI, vol. 16(13), pages 1-19, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Imanka Dewayalage & Duane A. Robinson & Sean Elphick & Sarath Perera, 2024. "Measurement of High-Frequency Voltage Harmonics above 2 kHz in High-Voltage Networks," Energies, MDPI, vol. 17(4), pages 1-35, February.
    2. Michal Kaczmarek & Piotr Kaczmarek & Ernest Stano, 2023. "The Reference Wideband Inductive Current Transformer," Energies, MDPI, vol. 16(21), pages 1-13, October.
    3. Ernest Stano & Piotr Kaczmarek & Michal Kaczmarek, 2023. "Evaluation of the Optional Wideband Accuracy of Inductive Current Transformers in Accordance with the Standard IEC 61869-1 Ed.2," Energies, MDPI, vol. 16(20), pages 1-11, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:16:y:2023:i:21:p:7354-:d:1271518. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.