High Impedance Fault Detection Using Neural Networks

Authors(3) :-Deepak Joshi, Ashish Kumar Singh, Avinash Sinha

This paper presents the detection of the high impedance fault occurring on radial distribution system using neural network. A multilayer perceptron is used for distinguishing the linear and nonlinear high impedance faults by taking the feature vector as input. R.M.S value of third and fifth harmonic components of feeder voltage and feeder current are used as a feature vector obtained by applying the Fast Fourier Transform on the feeder voltage and feeder current. A variety of faults and system conditions have been simulated to evaluate the reliability and sensitivity of the proposed technique.

Authors and Affiliations

Deepak Joshi
EC Department, IIMT College of Engineering, Greater Noida, Uttar Pradesh, India
Ashish Kumar Singh
EC Department, IIMT College of Engineering, Greater Noida, Uttar Pradesh, India
Avinash Sinha
EC Department, IIMT College of Engineering, Greater Noida, Uttar Pradesh, India

ANN, High Impedance Faults

  1. B.M.Aucoin, B. Don Russell," Distribution High Impedance Fault Detection Utilizing High Frequency Current Components"IEEE Trans. On PAS, Vol. PAS-101,No. 6,June 1982,pp.1596-1606.
  2. Emanuel,A.E.,Cyganski,D.,Orr,J.A.,Shiller,S.,Gulachcnski,E.M., "High Impedance Fault Arcing on Sandy Soil in 15 kv Distribution Feeders: Contribution to the evaluation of the Low Frequency Spectrum,"IEEE Transaction On Power Delivery, Volume 5,issue 2,April 1990 pp 676-686
  3. Aucoin, B, Michel, and Jones, Robert H.,"High impedance Fault Detection Implementation Issues", IEEE Transaction on power Delivery, Vol.11, No. I, January, 1996, pp.139-148.
  4. A.M. Sharaf, L.A.Snider, K.Debnath,"A Third Harmonic Sequence ANN Based Detection Scheme For High Impedance Faults", Proceedings of the ISEDEM Singapore, pp.802-806.
  5. L.A. Snider, Yuen yee Shan," The Artificial Neural Networks based Relay Algorithm Distribution System High Impedance Fault Detection", Proceedings of the 4th International Conference on Advances in power System Control, Operation  and Management,APSCOM-97,Hong Kong, November 1997,pp 100-106
  6. L.A. Snider, Y.S. Yuen," The Artificial Neural Networks based Relay Algorithm  For the Detection Of High Impedance Faults", ELSEVIER Transactions on Neuro Computing,1998,pp 243-254
  7. T.M. Lai Snider,L.A. Snider. Lo,C.H. Cheung and K.W. Chan "High Impedance fault detection Using Artificial Neural Network", Proceedings of the 4th International Conference on Advances in power System Control, Operation  and Management,APSCOM,Hong Kong, November 2003,pp 821-826
  8. A.M.Sharaf,L.A. Snider,K.Debnath,"A Neural Network based Back error Propagation Relay Algorithm for Distribution System High Impedance fault Detection", Proceedings the ISEDEM,Singapore,pp.613-620
  9. Adel M.Sharaf, Guosheng Wang," High Impedance Fault Detection using Low Order Pattern Harmonic Detection", IEEE trans.pp 883-886.
  10. Adel M.Sharaf, Guosheng Wang," High Impedance Fault Detection using Feature Pattern Based Relaying", IEEE trans.pp 222-226.
  11. A.M.Sharaf, R M. EI- Sharkawy, H.E.A.Talaat, M.A.L. Badr "Novel Alpha-Transform Distance Relaying Scheme".IEEE trans.pp 754-757.
  12. A.M.Sharaf, L.A. Snider,K.Debnath,"A Neural Network Based relaying Scheme For Distribution System High Impedance Fault Detection",IEEE trans.pp 321-326
  13. T.M. Lai Snider,L.A. Snider(Senior Member-IEEE),E.Lo(Member-IEEE),and D.Sutanto(Senior Member-IEEE) ," High Impedance Fault Detection Using Discrete Wavlet Transform and Frequency Range and RMS Conversion",IEEE Transaction on Power Delivery,Vol.20,No.1,January 2005,pp 397-407.
  14. T.M. Lai Snider, L.A. Snider. E.Lo "Wavelet transform based relay algorithm for the detection of stochastic high impedance faults", ELSEVIER Transactions on Electric Power Systems Research,pp 626-633.
  15. M.M.Eissa (SMIEEE) G.MA.Sowilam,A.M Sharaf(SMIEEE) "Anew Protection Detection Technique For High Impedance Fault Using Neural Network"IEEE trans.pp146-151.

Publication Details

Published in : Volume 3 | Issue 8 | November-December 2017
Date of Publication : 2017-12-31
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 759-763
Manuscript Number : IJSRSET1738217
Publisher : Technoscience Academy

Print ISSN : 2395-1990, Online ISSN : 2394-4099

Cite This Article :

Deepak Joshi, Ashish Kumar Singh, Avinash Sinha, " High Impedance Fault Detection Using Neural Networks, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 3, Issue 8, pp.759-763, November-December-2017.
Journal URL : http://ijsrset.com/IJSRSET1738217

Article Preview

Follow Us

Contact Us