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"Wavelet-FFNN Based Fault Location Estimation Of A Transmission Line" and the language of the book is English.


“Wavelet-FFNN Based Fault Location Estimation Of A Transmission Line” Metadata:

  • Title: ➤  Wavelet-FFNN Based Fault Location Estimation Of A Transmission Line
  • Language: English

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  • Internet Archive ID: EER015

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"Wavelet-FFNN Based Fault Location Estimation Of A Transmission Line" Description:

The Internet Archive:

<div>In order to maintain the quality power supply and reliable </div><div>operation of power delivery service to the utilities with </div><div>minimum interruption,  it is extremely important that the </div><div>transmission line faults need to be detected and located in a </div><div>reliable and accurate manner. To meet these requirement an </div><div>approach based on discrete wavelet transform using neural </div><div>network (NN) is proposed to estimate the fault location of </div><div>the three phase transmission line and the results have been </div><div>compared with the conventional  method  (measuring the </div><div>sequence components of voltage and current). The proposed </div><div>approach is based on the measurements of the three phase </div><div>fault current signals at one terminal of the transmission line </div><div>(at relaying point), created for different fault operating </div><div>conditions using MATLAB software. To accomplish the task, </div><div>features of these measured signals are extracted in terms of </div><div>summation of ninth level detail coefficients using multiresolution analysis (MRA) based on discrete wavelet </div><div>transform, selecting daubechies4 (db4) as mother wavelet at </div><div>100 kHz sampling frequency. These features are then used as </div><div>an input to train and test the feed forward neural network </div><div>(FFNN) to provide fault location from the relaying point on </div><div>the transmission line. The NN estimates the location of the </div><div>fault with a significant reduction in percentage error </div><div>compared to the conventional method of fault location for </div><div>wide variations  of operating condition. Hence, the use of </div><div>multi-resolution analysis (MRA) based on discrete wavelet </div><div>transform in combination with NN is quite promising for </div><div>fault location estimation of the transmission line.</div>

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