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Dynamic voltage restoration using neural networks for grid-connected wind turbine

International Journal of Electrical and Computer Engineering (IJECE) · Vol. 14 No. 5 (2024)

DOI
10.11591/ijece.v14i5.pp5018-5029
ISSN
2722-2578, 2088-8708
Published
2024-10-01
Publisher
Institute of Advanced Engineering and Science
License
creativecommons.org/licenses/by-sa/4.0

Abstract

Wind energy is being integrated into the grid as a renewable energy source to meet the world's electricity needs. Grid-connected wind turbines are often disrupted by grid fault problems. Fault ride-through (FRT) ability has become the most important grid connection necessity for wind energy conversion systems (WECS). In the event of a voltage dip fault, the low voltage ride-through (LVRT) capacity is an imperative key to successful grid integration. This paper proposes a dynamic voltage restorer (DVR) controlled through an artificial neural network (ANN) to improve the LVRT capability of a grid-connected wind turbine (WT) based permanent magnet synchronous generator (PMSG). The DVR injects series voltage into the system through a series-connected transformer. The DVR can then restore the voltage to the pre-fault value. The injection transformer is connected to the line linking the PMSG-based wind turbine output to the utility grid. Design and simulation of the low voltage ride-through applied to symmetrical and asymmetrical fault conditions were performed in MATLAB/Simulink software. Simulation results approve that the performance of the technique fully demonstrates its effectiveness and practicality.

Collaboration network of the authors

13 authors · 42 co-authorship links · 15 across different organisations

Hover or tap a name to highlight its co-authors. Double-click to open the author's page.

  • Université Ibn Zohr
  • Universiti Malaysia Pahang Al-Sultan Abdullah
  • Institut of Research in Solar Energy and New Energies
  • Mohamed I University
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Mustapha KourchiUniversité Ibn Zohr1
Mohamed AjaamoumUniversité Ibn Zohr1
Samia JenkalUniversité Ibn Zohr1
Driss YousfiUniversiti Malaysia Pahang Al-Sultan Abdullah1
Ahmed BenlarabiInstitut of Research in Solar Energy and New Energies1
Mohamed Larbi ElhafyaniMohamed I University1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

This record comes from Crossref (what the publisher deposited), because the journal's own OAI-PMH endpoint could not be harvested.

Metadata source: Crossref API (cadangan, berdasarkan ISSN) https://api.crossref.org/journals/2088-8708/works, first harvested 27 Okt 2026, last seen 27 Okt 2026.
Metadata as oai_dc, converted from Crossref
<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/"><dc:title>Dynamic voltage restoration using neural networks for grid-connected wind turbine</dc:title><dc:creator>Dahmane, Kaoutar</dc:creator><dc:creator>Bouachrine, Brahim</dc:creator><dc:creator>Imodane, Belkasem</dc:creator><dc:creator>Idrissi, Abdellah El</dc:creator><dc:creator>Benydir, Mohamed</dc:creator><dc:creator>Ajaamoum, Mohamed</dc:creator><dc:creator>Oubella, M'hand</dc:creator><dc:description>&lt;jats:p&gt;Wind energy is being integrated into the grid as a renewable energy source to meet the world's electricity needs. Grid-connected wind turbines are often disrupted by grid fault problems. Fault ride-through (FRT) ability has become the most important grid connection necessity for wind energy conversion systems (WECS). In the event of a voltage dip fault, the low voltage ride-through (LVRT) capacity is an imperative key to successful grid integration. This paper proposes a dynamic voltage restorer (DVR) controlled through an artificial neural network (ANN) to improve the LVRT capability of a grid-connected wind turbine (WT) based permanent magnet synchronous generator (PMSG). The DVR injects series voltage into the system through a series-connected transformer. The DVR can then restore the voltage to the pre-fault value. The injection transformer is connected to the line linking the PMSG-based wind turbine output to the utility grid. Design and simulation of the low voltage ride-through applied to symmetrical and asymmetrical fault conditions were performed in MATLAB/Simulink software. Simulation results approve that the performance of the technique fully demonstrates its effectiveness and practicality.&lt;/jats:p&gt;</dc:description><dc:publisher>Institute of Advanced Engineering and Science</dc:publisher><dc:date>2024-10-01</dc:date><dc:type>info:eu-repo/semantics/article</dc:type><dc:format>application/pdf</dc:format><dc:identifier>https://doi.org/10.11591/ijece.v14i5.pp5018-5029</dc:identifier><dc:identifier>10.11591/ijece.v14i5.pp5018-5029</dc:identifier><dc:source>International Journal of Electrical and Computer Engineering (IJECE); Vol 14 No 5 (2024); 5018</dc:source><dc:source>2722-2578</dc:source><dc:source>2088-8708</dc:source><dc:relation>https://ijece.iaescore.com/index.php/IJECE/article/viewFile/36123/17641</dc:relation><dc:rights>http://creativecommons.org/licenses/by-sa/4.0</dc:rights></oai_dc:dc>