Superiority of decision tree classifier on complicated cases for power system protection

Özgönenel O., Thomas D., Yalcin T.

11th IET International Conference on Developments in Power Systems Protection, DPSP 2012, Birmingham, İngiltere, 23 - 26 Nisan 2012, cilt.2012 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 2012
  • Doi Numarası: 10.1049/cp.2012.0054
  • Basıldığı Şehir: Birmingham
  • Basıldığı Ülke: İngiltere
  • Anahtar Kelimeler: continuous wavelet transform (CWT), Decision tree, power distortions, protection, quality issues
  • Ondokuz Mayıs Üniversitesi Adresli: Evet

Özet

Diagnosis of power system faults requires identification and classification of voltage disturbances in power systems and smart grids. The objective of this approach is to develop state of art signal classification algorithms for classifying different types of power quality disturbances (faults) based on latest improvements in signal processing and pattern recognition techniques. This paper proposes a new solution for power system monitoring against all possible power quality issues. S-transform is used for analyzing distorted power signal. As a classifier, decision tree algorithm is used and its performance is compared to other classifiers. The proposed hybrid power system monitoring system is able to detect common power system disturbances such as voltage sag/swell/, flicker, DC component, electro-magnetic interference, harmonics, transients and blackouts.