Classification of Single and Combined Power Quality Disturbances Using Stockwell Transform, ReliefF Feature Selection Method and Multilayer Perceptron Algorithm

dc.authorid0000-0002-4183-6424en_US
dc.contributor.authorAKMAZ,Düzgün
dc.date.accessioned2022-12-19T08:06:48Z
dc.date.available2022-12-19T08:06:48Z
dc.date.issued2022en_US
dc.departmentMTÖ Üniversitesien_US
dc.description.abstractIn this study, a method based on Stockwell transform (ST), ReliefF feature selection method and Multilayer Perceptron Algorithm (MPA) algorithm was developed for classification of Power Quality (PQ) disturbance signals. First of all, ST was applied to different PQ signals to obtain classification features in the method. Then, total of 30 different classification features were obtained by taking different entropy values of the matrix obtained after ST and different entropy values of the PQ signals. The use of all of the classification features obtained causes the method to be complicated and the training/testing times to be prolonged. Therefore, so as to determine the effective ones among the classification features and to ensure high classification success with less classification features, ReliefF feature selection method was used in this study. PQ disturbances were classified by using 8 different classification features determined by ReliefF feature selection method and MPA. The simulation results show that the method provides a high classification success in a shorter training/testing time. At the same time, simulation results have shown that the method was successful on testing data with noise levels of 35 dB and above after only one trainingen_US
dc.identifier.citationAkmaz, D. (2022). Classification of Single and Combined Power Quality Disturbances Using Stockwell Transform, ReliefF Feature Selection Method and Multilayer Perceptron Algorithm . NATURENGS , 3 (1) , 13-23 . DOI: 10.46572/naturengs.1033182en_US
dc.identifier.endpage23en_US
dc.identifier.issue1en_US
dc.identifier.startpage13en_US
dc.identifier.urihttps://dergipark.org.tr/tr/download/article-file/2117997
dc.identifier.urihttps://hdl.handle.net/20.500.12899/1192
dc.identifier.volume3en_US
dc.language.isotren_US
dc.publisherMTÜen_US
dc.relation.ispartofNATURENGSen_US
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Başka Kurum Yazarıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectClassificationen_US
dc.subjectMultilayer perceptron algorithmen_US
dc.subjectPower qualityen_US
dc.subjectRelief feature selectionen_US
dc.subjectS-transform.en_US
dc.titleClassification of Single and Combined Power Quality Disturbances Using Stockwell Transform, ReliefF Feature Selection Method and Multilayer Perceptron Algorithmen_US
dc.typeArticleen_US

Dosyalar

Orijinal paket
Listeleniyor 1 - 1 / 1
Yükleniyor...
Küçük Resim
İsim:
makale dosyası.pdf
Boyut:
323.82 KB
Biçim:
Adobe Portable Document Format
Açıklama:
makale Dosyası
Lisans paketi
Listeleniyor 1 - 1 / 1
Küçük Resim Yok
İsim:
license.txt
Boyut:
1.44 KB
Biçim:
Item-specific license agreed upon to submission
Açıklama: