Adaptive Backpropagation Neural Network In System Protection Scheme

Azriyenni Azriyenni, Mohd Wazir Mustafa, Dian Yayan Sukma, Desmelati Desmelati

Abstract


This paper proposes technique of backpropagation neural network in power system protection scheme. The main objective this paper is perform protection system model to transmission line using technique Backpropagation Neural Networks. An improvement in performance to distance relay is expected after the backpropagation could acquire with different fault conditions. The implemented Backpropagation Neural Network should catch knowledge for the correct distance relay operation in appearance the different network conditions. In power system of three phase currents and voltages at fault location are used as inputs to Backpropagation Neural Network based on power system protection scheme. The Backpropagation Neural Networks are trained to address fault location. The reliability of proposed scheme investigated which using power system in transmission line by using Matlab. 


Full Text:

PDF

References


P.K Dash, A.K Pradhan, and G. Panda, “A Novel Fuzzy Neural Network Based Distance Relaying Scheme”, IEEE Transaction on power Delivery, Vol. 15, No. 3, July 2000.

Z.E Aygen, S. Seker, M. Bagriyanik, F.G Bagriyanik and E. Ayaz, “Fault Location in Electrical Power Systems Using Intelligent Systems Techniques”, IEEE Transactions on Power Delivery, Vol. 16, No. 1, January 2001.

H.C Chin, “Fault Section Diagnosis of Power System Using Fuzzy Logic”, IEEE Transactions on Power Systems, Vol. 18, No. 1, February 2003.

W.M Lin, C.H Lin, and Z.C Sun, “Adaptive Multiple Fault Detection and Alarm Processing for Loop System with Probabilistic Network”, IEEE Transactions on Power Delivery, Vol. 19, No. 1, January 2004.

J.C.S de Souza, E.M Meza, M.Th Schilling, and M.B.C Filho, “ Alarm Processing in Electrical Power Systems Through a Neuro Fuzzy Approach”, IEEE Transactions on Power Delivery, Vol. 19, No. 2, April 2004.

G.Cardoso, Jr. J.G Rolim, and H.H Zurn, “Application of Neural Network Modules to Electric Power System Fault Section Estimation”, IEEE Transactions on Power Delivery, Vol. 19, No. 3, July 2004.

A.N Sarwade, P.K. Katti, J.G Ghodekar, “Adaptive Solutions for Distance Relay Settings”, 978-1-4244-7398-4, IEEE, 2010.

L. Wang, Q. Chen, Z. Gao, “A New Framework for Power System Fault Diagnosis”, IEEE PES ISGT ASIA, 2012.

Azriyenni, M.W. Mustafa, “Performance Neuro-Fuzzy for Power System Fault Location”, International Journal of Engineering and Technology Vol 3 No 4, April, Page: 497-501, ISSN 2049-3444, 2013.

Azriyenni, M.W Mustafa, D.Y Sukma, M.E Dame, “Application of backpropagation neural network for fault location in transmission line 150 kV”, IJEEE, ISSN 2278-9944, Vol. 2, Issue 4, sep 2013, 21-30.


Refbacks

  • There are currently no refbacks.