A Comparative Study of Dimensionality Reduction Methods for Accurate and Efficient Inverter Fault Detection in Grid-Connected Solar Photovoltaic Systems Article

Tufail, Shahid, Sarwat, Arif I. (2025). A Comparative Study of Dimensionality Reduction Methods for Accurate and Efficient Inverter Fault Detection in Grid-Connected Solar Photovoltaic Systems . ELECTRONICS, 14(14), 10.3390/electronics14142916

Open Access

cited authors

  • Tufail, Shahid; Sarwat, Arif I

authors

publication date

  • July 21, 2025

published in

keywords

  • Computer Science
  • Computer Science, Information Systems
  • Engineering
  • Engineering, Electrical & Electronic
  • Physical Sciences
  • Physics
  • Physics, Applied
  • Science & Technology
  • Technology
  • artificial intelligence
  • autoencoders
  • classification
  • decision tree
  • fault detection
  • machine learning
  • principal component analysis
  • random forest
  • supervised training
  • support vector machine

Digital Object Identifier (DOI)

publisher

  • MDPI

volume

  • 14

issue

  • 14