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2004 | 14 | 1 | 69-78
Tytuł artykułu

Fault location in EHV transmission lines using artificial neural networks

Autorzy
Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This paper deals with the application of artificial neural networks (ANNs) to fault detection and location in extra high voltage (EHV) transmission lines for high speed protection using terminal line data. The proposed neural fault detector and locator were trained using various sets of data available from a selected power network model and simulating different fault scenarios (fault types, fault locations, fault resistances and fault inception angles) and different power system data (source capacities, source voltages, source angles, time constants of the sources). Three fault locators are proposed and a comparative study of the proposed fault locators is carried out in order to determine which ANN fault locator structure leads to the best performance. The results show that artificial neural networks offer the possibility to be used for on-line fault detection and location in transmission lines and give satisfactory results.
Rocznik
Tom
14
Numer
1
Strony
69-78
Opis fizyczny
Daty
wydano
2004
otrzymano
2003-01-15
poprawiono
2003-05-21
(nieznana)
2003-07-13
Twórcy
  • University of Science and Technology of Oran, Faculty of Electrical Engineering, B.P. 1505 ElMnaouar, Oran 31000, Algeria
Bibliografia
  • Bouthiba T. and Maun J.C. (2003): Relais à base de reseaux de neurones pour la protection des lignes de transport à THT. - Revue Internationale de Genie Electrique, Vol. 6, No. 3-4, pp. 413-428.
  • Bretas A.S. and Phadke A.G. (2003): Artificial neural networks in power system restoration. - IEEE Trans. Power Delivery, Vol. 18, No. 4, pp. 1181-1186.
  • Humpage W.D., Wong K.P. and Nguyen T.T. (1982): Network equivalents in power system electromagnetic transient analysis. - Electric Power Syst. Res., Vol. 5, No. 3, pp. 231-243.
  • Johns A.T. and Aggarwal R.K. (1976): Digital simulation of faulted e.h.v. transmission lines with particular reference to very high speed protection. - IEE Proc. Generation, Transmission and Distribution, Vol. 123, No. 4, pp. 353-359.
  • Kezunovic M. and Mrkic J. (1994): An accurate fault location algorithm using synchronized sampling. - Electric Power Syst. Res., Vol. 29, No. 3, pp. 161-169.
  • Lian B. and Salama M.M.A. (1994): An overview of digital fault location algorithms for power transmission lines using transient waveforms. - Electric Power Syst.Res., Vol. 29, No. 1, pp. 17-25.
  • Megahed A.I. and Malik O.P. (1999): An artificial neural network based digital differential protection scheme for synchronous generator stator winding protection. - IEEE Trans. Power Delivery, Vol. 14, No. 1, pp. 130-138.
  • Mohamed E.A. and Rao N.D. (1995): Artificial neural network based fault diagnostic system for electric power distribution feeders. - Electric Power Syst. Res., Vol. 35, No. 1, pp. 1-10.
  • Novosel D., Hart D.G., Udren E. and Garitty J. (1996): Un-synchronized two-terminal fault location estimation. - IEEE Trans. Power Delivery, Vol. 11, No. 1, pp. 130-138.
  • Oleskovicz M., Coury D.V. and Aggarwal R.K. (2001): A complete scheme for fault detection, classification and localisation in transmission lines using neural network. - Proc. 7-th Int. Conf. Developments in Power System Protection, Amsterdam, the Netherlands, pp. 335-338.
  • Osowski S. and Salat R. (2002): Fault location in transmission line using hybrid neural network. - Compel, Vol. 21, No. 1, pp. 18-30.
  • Purushothama G.K, Narendranath A.U., Thukaram D. and Parthasarathy K. (2001): ANN applications in fault locators. - Electrical Power and Energy Syst., Vol. 23, No. 6, pp. 491-506.
  • Sheng L.B. and Elangovan S. (1998): A fault location algorithm for transmission lines. - Electric Machines and Power Syst., Vol. 26, No. 10, pp. 991-1005.
  • Zaman M.R. and Rahman M.A. (1998): Experimental testing of artificial neural network based protection of power transformer. - IEEE Trans. Power Delivery, Vol. 13, No. 2, pp. 510-515.
  • Zhang Q., Zhang Y., Song W. and Yu Y. (1999): Transmission line fault location for phase-to-earth fault using one-terminal data. - IEE Proc. Trans. Distribution., Vol. 146, No. 2, pp. 121-124.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.bwnjournal-article-amcv14i1p69bwm
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