Detection and Classification of Power Quality Disturbances in the Supply to Induction Motor Using Wavelet Transform and Neural Networks

Sridhar SRİDHAR; Dr. K. Uma RAO; Sukrutha JADE

Makale detayları

Detection and Classification of Power Quality Disturbances in the Supply to Induction Motor Using Wavelet Transform and Neural Networks

Yazarlar:

Sridhar SRİDHAR | Dr. K. Uma RAO | Sukrutha JADE

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Balkan Journal of Electrical and Computer Engineering 2016 Vol.4 Issue 1, pp.37-45

Belge Tipi:

Makale

Yayın Tarihi:

3/2016

Belge Dili:

İngilizce

Document ID (Org No.):

2000927530

Sıklık:

Üç Aylık

pISSN:

2147-284X

Özet:

 


This paper aims to represent a proposition of an innovative and novel methodology applicable in detecting and classifying the power quality disturbances present in the supply to the induction motor. In all practicality, considering circumstantial real world applications, induction motors are usually operated on load. If the supply voltage is varied in any way, it would adversely affect the normal operation of the motor. In the present work, a healthy induction motor is subjected to power quality disturbances like balanced voltage sag, balanced voltage swell, unbalanced voltage sag and unbalanced voltage swell. For the purpose of detecting these power quality disturbances, discrete wavelet transform is applied to the stator current of the induction motor. The stator current wavelet coefficients are fed as input to the neural network for the classification purpose. Radial basis neural network and feed forward neural network have been independently trained and tested. The observation about the feedforward network having higher performance efficiency as compared to the radial basis network, has been seen.

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Makale detayları

Detection and Classification of Power Quality Disturbances in the Supply to Induction Motor Using Wavelet Transform and Neural Networks

Yazarlar: Sridhar SRİDHAR | Dr. K. Uma RAO | Sukrutha JADE

Yayıncı: Balkan Yayın

Ana Başlıklar: Uygulamalı fizik

Dergi: Balkan Journal of Electrical and Computer Engineering 2016 Vol.4 Issue 1, pp.37-45

Belge Tipi: Makale

Yayın Tarihi: 3/2016

Belge Dili: İngilizce

Document ID (Org No.): 2000927530

Sıklık: Üç Aylık

pISSN: 2147-284X

Sayı

Yazarlar:

Sridhar SRİDHAR | Dr. K. Uma RAO | Sukrutha JADE

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Balkan Journal of Electrical and Computer Engineering 2016 Vol.4 Issue 1, pp.37-45

Belge Tipi:

Makale

Yayın Tarihi:

3/2016

Belge Dili:

İngilizce

Document ID (Org No.):

2000927530

Sıklık:

Üç Aylık

pISSN:

2147-284X