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DALGACIK DÖNÜŞÜMÜ VE OLASILIKSAL SİNİR AĞLARI KULLANARAK İLETİM HATTI ARIZALARININ SINIFLANDIRILMASI

Year 2008, Volume: 3 Issue: 2, 200 - 210, 01.03.2008

Sami Ekici

Abstract

Bu makalede, iletim hattı arızalarını sınıflandırmak için ayrık dalgacık dönüşümünü (ADD) ve olasılıksal sinir ağlarını (OSA) kullanan altenatif bir yöntem sunulmuştur. Arıza geçici durumlarının ayırt edici özelliklerini çıkarmak için ADD kullanılmıştır. ADD'nin detay katsayıları OSA'nın girişine uygulanmıştır. Önerilen yöntemin uygunluğunu doğrulamak için geri yayılım algoritması (GYA) ve Bayes sınıflandırıcıları gibi yöntemlerin sonuçları karşılaştırılmıştır. Önerilen yöntemin tüm arıza tiplerini %99'luk bir doğruluk oranıyla sınıflandırdığı görülmüştür.

Keywords

İletim Hattı Arızaları Ayrık Dalgacık Dönüşümü O

CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS

Year 2008, Volume: 3 Issue: 2, 200 - 210, 01.03.2008

Sami Ekici

Abstract

In this paper, an alternative method which uses discrete wavelet transform (DWT) and probabilistic neural networks (PNN) is presented for classification of transmission line faults. DWT is used to extract distinctive features of fault transients. Detail coefficients of DWT feed the PNN. A comparison study with other classification methods such as Back Propagation Algorithm (BPA) and Bayes classifiers is also performed to confirm the feasibility of the proposed method. It has been shown that the proposed method classify all fault types with %99 accuracy rate.

Keywords

Transmission Line Faults Discrete Wavelet Transfo

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Details

Primary Language Turkish
Journal Section Electrical Machines
Authors

Sami Ekici This is me

Publication Date March 1, 2008
Published in Issue Year 2008 Volume: 3 Issue: 2

Cite

APA Ekici, S. (2008). CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS. Technological Applied Sciences, 3(2), 200-210. https://doi.org/10.12739/10.12739
AMA Ekici S. CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS. Technological Applied Sciences. March 2008;3(2):200-210. doi:10.12739/10.12739
Chicago Ekici, Sami. “CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS”. Technological Applied Sciences 3, no. 2 (March 2008): 200-210. https://doi.org/10.12739/10.12739.
EndNote Ekici S (March 1, 2008) CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS. Technological Applied Sciences 3 2 200–210.
IEEE S. Ekici, “CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS”, Technological Applied Sciences, vol. 3, no. 2, pp. 200–210, 2008, doi: 10.12739/10.12739.
ISNAD Ekici, Sami. “CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS”. Technological Applied Sciences 3/2 (March 2008), 200-210. https://doi.org/10.12739/10.12739.
JAMA Ekici S. CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS. Technological Applied Sciences. 2008;3:200–210.
MLA Ekici, Sami. “CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS”. Technological Applied Sciences, vol. 3, no. 2, 2008, pp. 200-1, doi:10.12739/10.12739.
Vancouver Ekici S. CLASSIFICATION of TRANSMISSION LINE FAULTS by USING WAVELET TRANSFORM and PROBABILISTIC NEURAL NETWORKS. Technological Applied Sciences. 2008;3(2):200-1.