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Erschienen in: Wireless Personal Communications 2/2016

01.01.2016

Traveling-Wave Fault Location Techniques in Power System Based on Wavelet Analysis and Neural Network Using GPS Timing

verfasst von: Mohammad-Reza Mosavi, Amir Tabatabaei

Erschienen in: Wireless Personal Communications | Ausgabe 2/2016

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Abstract

In this paper four fault location algorithms based on discrete wavelet transform using global positioning system are described and compared. In two approaches, the location of fault is determined according to arrival instances of traveling waves and in two other approaches, the non-linear relations are simulated by artificial neural network to improve the responses. All the possible fault types are generated using the ATP–EMTP and results using the four methods are discussed. Extensive simulation studies indicate that proposed networks decrease errors percentages of two wavelet-based approaches from 0.35 to 0.22 and 0.21 to less than 0.15 %, respectively, though exploiting small size data base for training.

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Literatur
1.
Zurück zum Zitat Mora-Florez, J., Melendez, J., & Caicedo, G. C. (2008). Comparison of impedance based fault location methods for power distribution systems. Journal of Electric Power Systems Research, 78(4), 657–666.CrossRef Mora-Florez, J., Melendez, J., & Caicedo, G. C. (2008). Comparison of impedance based fault location methods for power distribution systems. Journal of Electric Power Systems Research, 78(4), 657–666.CrossRef
2.
Zurück zum Zitat Sachdev, M. S., & Agarwal, R. (1988). A technique for estimating transmission line fault locations from digital impedance relay measurements. IEEE Transactions on Power Delivery, 3(1), 121–129.CrossRef Sachdev, M. S., & Agarwal, R. (1988). A technique for estimating transmission line fault locations from digital impedance relay measurements. IEEE Transactions on Power Delivery, 3(1), 121–129.CrossRef
3.
Zurück zum Zitat Izykowski, J., Rosolowski, E., & Saha, M. M. (2007). Postfault analysis of operation of distance protective relays of power transmission lines. IEEE Transactions on Power Delivery, 22(1), 74–81.CrossRef Izykowski, J., Rosolowski, E., & Saha, M. M. (2007). Postfault analysis of operation of distance protective relays of power transmission lines. IEEE Transactions on Power Delivery, 22(1), 74–81.CrossRef
4.
Zurück zum Zitat Srinivasan, K., & St.-Jacques, A. (1989). A new fault location algorithm for radial transmission lines with loads. IEEE Transactions on Power Delivery, 4(3), 1676–1682.CrossRef Srinivasan, K., & St.-Jacques, A. (1989). A new fault location algorithm for radial transmission lines with loads. IEEE Transactions on Power Delivery, 4(3), 1676–1682.CrossRef
5.
Zurück zum Zitat Girgis, A. A., Hart, D. G., & Peterson, W. L. (1992). A new fault location technique for two-and three-terminal lines. IEEE Transactions on Power Delivery, 7(1), 98–107.CrossRef Girgis, A. A., Hart, D. G., & Peterson, W. L. (1992). A new fault location technique for two-and three-terminal lines. IEEE Transactions on Power Delivery, 7(1), 98–107.CrossRef
6.
Zurück zum Zitat El-Hami, M., Lai, L. L., Daruvala, D. J., & Johns, A. T. (1992). A new traveling-wave based scheme for fault detection on overhead power distribution feeders. IEEE Transactions on Power Delivery, 7(4), 1825–1833.CrossRef El-Hami, M., Lai, L. L., Daruvala, D. J., & Johns, A. T. (1992). A new traveling-wave based scheme for fault detection on overhead power distribution feeders. IEEE Transactions on Power Delivery, 7(4), 1825–1833.CrossRef
7.
Zurück zum Zitat Christopoulos, C., Thomas, D. W. P., & Wright, A. (1988). Scheme based on traveling waves for the protection of major transmission lines. IEEE Proceedings C (Generation, Transmission and Distribution), 135(1), 63–73.CrossRef Christopoulos, C., Thomas, D. W. P., & Wright, A. (1988). Scheme based on traveling waves for the protection of major transmission lines. IEEE Proceedings C (Generation, Transmission and Distribution), 135(1), 63–73.CrossRef
8.
Zurück zum Zitat Jie, L., Elangovan, S., & Devotta, X. (1999). Adaptive traveling wave protection algorithm using two correlation functions. IEEE Transactions on Power Delivery, 14(1), 126–131. Jie, L., Elangovan, S., & Devotta, X. (1999). Adaptive traveling wave protection algorithm using two correlation functions. IEEE Transactions on Power Delivery, 14(1), 126–131.
9.
Zurück zum Zitat Shehab-Eldin, E. H., & Mclaren, P. G. (1988). Traveling wave distance protection: problem areas and solutions. IEEE Transactions on Power Delivery, 3(3), 894–902.CrossRef Shehab-Eldin, E. H., & Mclaren, P. G. (1988). Traveling wave distance protection: problem areas and solutions. IEEE Transactions on Power Delivery, 3(3), 894–902.CrossRef
10.
Zurück zum Zitat Spoor, D., & Zhu, J. G. (2006). Improved single-ended traveling-wave fault-location algorithm based on experience with conventional substation transducers. IEEE Transactions on Power Delivery, 21(3), 1714–1720.CrossRef Spoor, D., & Zhu, J. G. (2006). Improved single-ended traveling-wave fault-location algorithm based on experience with conventional substation transducers. IEEE Transactions on Power Delivery, 21(3), 1714–1720.CrossRef
11.
Zurück zum Zitat Xu, H. H., Hui, Z. B., & Lai, L. Z. (2003). A novel principle of single-ended fault location technique for EHV transmission lines. IEEE Transactions on Power Delivery, 18(4), 1147–1151.CrossRef Xu, H. H., Hui, Z. B., & Lai, L. Z. (2003). A novel principle of single-ended fault location technique for EHV transmission lines. IEEE Transactions on Power Delivery, 18(4), 1147–1151.CrossRef
12.
Zurück zum Zitat Kezunovic, M., & Perunieic, B. (1996). Automated transmission line fault analysis using synchronized sampling at two ends. IEEE Transactions on Power Delivery, 11(1), 441–447.CrossRef Kezunovic, M., & Perunieic, B. (1996). Automated transmission line fault analysis using synchronized sampling at two ends. IEEE Transactions on Power Delivery, 11(1), 441–447.CrossRef
13.
Zurück zum Zitat Mosavi, M. R. (2011). Error reduction for GPS accurate timing in power systems using kalman filters and neural networks. Journal of Electrical Review, 87(12a), 161–168. Mosavi, M. R. (2011). Error reduction for GPS accurate timing in power systems using kalman filters and neural networks. Journal of Electrical Review, 87(12a), 161–168.
14.
Zurück zum Zitat Mosavi, M. R., Nabavi, H., & Nakhaei, A. (2013). Neural technologies for precise timing in electric power systems with a single-frequency GPS receiver. Journal of Wireless Personal Communications,. doi:10.1007/s11277-013-1398-z. Mosavi, M. R., Nabavi, H., & Nakhaei, A. (2013). Neural technologies for precise timing in electric power systems with a single-frequency GPS receiver. Journal of Wireless Personal Communications,. doi:10.​1007/​s11277-013-1398-z.
15.
Zurück zum Zitat Mosavi, M. R. (2011). Wavelet neural network for corrections prediction in single-frequency GPS users. Neural Processing Letters, 33(2), 137–150.CrossRef Mosavi, M. R. (2011). Wavelet neural network for corrections prediction in single-frequency GPS users. Neural Processing Letters, 33(2), 137–150.CrossRef
16.
Zurück zum Zitat Jafarian, P., & Sanaye-Pasand, M. (2010). A traveling-wave-based protection technique using wavelet/PCA analysis. IEEE Transactions on Power Delivery, 25(2), 588–599.CrossRef Jafarian, P., & Sanaye-Pasand, M. (2010). A traveling-wave-based protection technique using wavelet/PCA analysis. IEEE Transactions on Power Delivery, 25(2), 588–599.CrossRef
17.
Zurück zum Zitat Borghetti, A., Bosetti, M., Nucci, C. A., Paolone, M., & Abur, A. (2010). Integrated use of time–frequency wavelet decompositions for fault location in distribution networks: Theory and experimental validation. IEEE Transactions on Power Delivery, 25(4), 3139–3146.CrossRef Borghetti, A., Bosetti, M., Nucci, C. A., Paolone, M., & Abur, A. (2010). Integrated use of time–frequency wavelet decompositions for fault location in distribution networks: Theory and experimental validation. IEEE Transactions on Power Delivery, 25(4), 3139–3146.CrossRef
18.
Zurück zum Zitat Tabatabaei, A., Mosavi, M. R., & Rahmati, A. (2012). Fault location techniques in power system based on traveling wave using wavelet analysis and GPS timing. Journal of Electrical Review, 88(6), 347–350. Tabatabaei, A., Mosavi, M. R., & Rahmati, A. (2012). Fault location techniques in power system based on traveling wave using wavelet analysis and GPS timing. Journal of Electrical Review, 88(6), 347–350.
19.
Zurück zum Zitat Tawfik, M., & Morcos, M. (2001). ANN-based techniques for estimating fault location on transmission lines using Prony method. IEEE Transactions on Power Delivery, 16(2), 219–224.CrossRef Tawfik, M., & Morcos, M. (2001). ANN-based techniques for estimating fault location on transmission lines using Prony method. IEEE Transactions on Power Delivery, 16(2), 219–224.CrossRef
20.
Zurück zum Zitat Mazon, A. J., Zamora, I., Gracia, J., Sagastabeutia, K. J., & Saenz, J. R. (2001). Selecting ANN structures to find transmission faults. IEEE Transactions on Computer Applications in Power, 14(3), 44–48.CrossRef Mazon, A. J., Zamora, I., Gracia, J., Sagastabeutia, K. J., & Saenz, J. R. (2001). Selecting ANN structures to find transmission faults. IEEE Transactions on Computer Applications in Power, 14(3), 44–48.CrossRef
21.
Zurück zum Zitat Gracia, J., Mazón, A. J., & Zamora, I. (2005). Best ANN structures for fault location in single and double-circuit transmission lines. IEEE Transactions on Power Delivery, 20(4), 2389–2395.CrossRef Gracia, J., Mazón, A. J., & Zamora, I. (2005). Best ANN structures for fault location in single and double-circuit transmission lines. IEEE Transactions on Power Delivery, 20(4), 2389–2395.CrossRef
22.
Zurück zum Zitat Mirzaei, M., Ab Kadir, M. Z. A., Moazami, E., & Hizam, H. (2009). Review of fault location methods for distribution power system. Australian Journal of Basic and Applied Sciences, 3(3), 2670–2676. Mirzaei, M., Ab Kadir, M. Z. A., Moazami, E., & Hizam, H. (2009). Review of fault location methods for distribution power system. Australian Journal of Basic and Applied Sciences, 3(3), 2670–2676.
23.
Zurück zum Zitat Thammart, C., Nawikavatan, A., Niyomsat, T. & Bunjongjit, S. (2009) ANN-based technique for fault-location on transmission lines with ATP/EMTP program. In: IEEE international conference on advances in power system control, operation and management, pp. 1–6. Thammart, C., Nawikavatan, A., Niyomsat, T. & Bunjongjit, S. (2009) ANN-based technique for fault-location on transmission lines with ATP/EMTP program. In: IEEE international conference on advances in power system control, operation and management, pp. 1–6.
24.
Zurück zum Zitat Jain, A., Thoke, A. S., & Patel, R. N. (2009) Double circuit transmission line fault distance location using artificial neural network. In: IEEE world congress on nature & biologically inspired computing, pp. 13–18. Jain, A., Thoke, A. S., & Patel, R. N. (2009) Double circuit transmission line fault distance location using artificial neural network. In: IEEE world congress on nature & biologically inspired computing, pp. 13–18.
25.
Zurück zum Zitat Tabatabaei, A., Mosavi, M. R. & Farajiparvar, P. (2012). A traveling-wave fault location technique for three-terminal lines based on wavelet analysis and recurrent neural network using GPS timing. In: Conference on smart electrical grids technology (SEGT2012), Iran University of Science and Technology, pp. 154–158. Tabatabaei, A., Mosavi, M. R. & Farajiparvar, P. (2012). A traveling-wave fault location technique for three-terminal lines based on wavelet analysis and recurrent neural network using GPS timing. In: Conference on smart electrical grids technology (SEGT2012), Iran University of Science and Technology, pp. 154–158.
26.
Zurück zum Zitat Mosavi, M. R., & Tabatabaei, A. (2014). Wavelet and neural network based fault location in power systems using statistical analysis of traveling wave. The Arabian Journal for Science and Engineering, 39(8), 6207–6214.CrossRef Mosavi, M. R., & Tabatabaei, A. (2014). Wavelet and neural network based fault location in power systems using statistical analysis of traveling wave. The Arabian Journal for Science and Engineering, 39(8), 6207–6214.CrossRef
27.
Zurück zum Zitat Prikler, L., & Holdalen, H. K. (1998) ATP draw for windows 3.1/95/NT Version 1.0 User’s Manual Release 1.0.1. Prikler, L., & Holdalen, H. K. (1998) ATP draw for windows 3.1/95/NT Version 1.0 User’s Manual Release 1.0.1.
28.
Zurück zum Zitat Addison, P. S. (2002). The illustrated wavelet transform handbook: Introductory theory and applications in science, engineering, medicine and finance. London: Institute of Physics Publishing.CrossRefMATH Addison, P. S. (2002). The illustrated wavelet transform handbook: Introductory theory and applications in science, engineering, medicine and finance. London: Institute of Physics Publishing.CrossRefMATH
29.
Zurück zum Zitat Brito, N. S. D., Souza, B. A., & Pires, F. A. C. (1998). Daubechies wavelets in quality of electrical power. IEEE Conference on Harmonics and Quality of Power, 1, 511–515. Brito, N. S. D., Souza, B. A., & Pires, F. A. C. (1998). Daubechies wavelets in quality of electrical power. IEEE Conference on Harmonics and Quality of Power, 1, 511–515.
30.
Zurück zum Zitat Mosavi, M. R. (2006). A practical approach for accurate positioning with L1 GPS receivers using neural networks. Journal of Intelligent & Fuzzy Systems, 17(2), 159–171. Mosavi, M. R. (2006). A practical approach for accurate positioning with L1 GPS receivers using neural networks. Journal of Intelligent & Fuzzy Systems, 17(2), 159–171.
31.
Zurück zum Zitat Mosavi, M. R. (2007). GPS receivers timing data processing using neural networks: Optimal estimation and errors modeling. Journal of Neural Systems, 17(5), 383–393.CrossRef Mosavi, M. R. (2007). GPS receivers timing data processing using neural networks: Optimal estimation and errors modeling. Journal of Neural Systems, 17(5), 383–393.CrossRef
32.
Zurück zum Zitat Ku, C. C., & Lee, K. Y. (1992). Nonlinear system identification using diagonal recurrent neural networks. IEEE Conference on Neural Networks, 3, 839–844. Ku, C. C., & Lee, K. Y. (1992). Nonlinear system identification using diagonal recurrent neural networks. IEEE Conference on Neural Networks, 3, 839–844.
Metadaten
Titel
Traveling-Wave Fault Location Techniques in Power System Based on Wavelet Analysis and Neural Network Using GPS Timing
verfasst von
Mohammad-Reza Mosavi
Amir Tabatabaei
Publikationsdatum
01.01.2016
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 2/2016
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-015-2958-1

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