Journal of Electrical Engineering and Technology

  • 제6권6호
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  • Pages.760-768
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  • 2011
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  • 1975-0102(pISSN)
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  • 2093-7423(eISSN)
대한전기학회 (The Korean Institute of Electrical Engineers)
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A Metamodeling Approach for Leader Progression Model-based Shielding Failure Rate Calculation of Transmission Lines Using Artificial Neural Networks

  • Tavakoli, Mohammad Reza Bank (Department of Electrical Engineering, Shahid Bahonar University, Electricity Research Center, School of Electrical, Electronic and Communications Engineering, University College Dublin) ;
  • Vahidi, Behrooz (Department of Electrical Engineering, Amirkabir University of Technology)
  • 투고 : 2010.10.06
  • 심사 : 2011.06.02
  • 발행 : 2011.11.01
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초록

The performance of transmission lines and its shielding design during a lightning phenomenon are quite essential in the maintenance of a reliable power supply to consumers. The leader progression model, as an advanced approach, has been recently developed to calculate the shielding failure rate (SFR) of transmission lines using geometrical data and physical behavior of upward and downward lightning leaders. However, such method is quite time consuming. In the present paper, an effective method that utilizes artificial neural networks (ANNs) to create a metamodel for calculating the SFR of a transmission line based on shielding angle and height is introduced. The results of investigations on a real case study reveal that, through proper selection of an ANN structure and good training, the ANN prediction is very close to the result of the detailed simulation, whereas the Processing time is by far lower than that of the detailed model.

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참고문헌

  1. Y. Carson and A. Maria, Simulation optimization Methods & Applications, In Winter Simulation Conference, p. 118-126, 1993.
  2. K. Akbay, "Using Simulation Optimization to Find the Best Solution," IIE Solutions Vol. 28, p. 24-29, 1996.
  3. B. Vahidi, M. R. Bank Tavakoli and S. H. Hosseinian, "Determining Best Positions for Surge Arresters in Power System for Lightning Shielding Failure Protection Using Simulation Optimization Approach," Euro. Trans. on Electrical Power, Vol. 20, Issue 3, p. 255-276, April 2010. https://doi.org/10.1002/etep.309
  4. B. Vahidi, M. R. Bank Tavakoli and S. H. Hosseinian, "Evaluating Optimum Arrester's Locations in HV and EHV Networks Using Simulation Optimization to Suppress Switching Surge Overvoltages," Amirkabir Journal of Sci. and Tech., Vol. 18, p. 35-44, 2007.
  5. IEEE Guide for Improving the Lightning Performance of Transmission Lines, IEEE Std. 1243, 1997.
  6. F. S. Young, J. M. Clayton and A. R. Hileman, "Shielding of transmission lines," IEEE Trans. Power App. Syst., Vol. 82, p. 132-154, 1963.
  7. A. J. Erikson, "An improved electrogeometric model for transmission line shielding analysis," IEEE Trans. Power Delivery, Vol. 2, p. 871-886, 1987. https://doi.org/10.1109/TPWRD.1987.4308192
  8. B. Vahidi, M. Yahyaabadi, M. R. Bank Tavakoli and S. M. Ahadi, "Leader progression analysis model for shielding failure computation by using charge simulation method," IEEE Trans. on Power Delivery, Vol. 23, p. 2201-2206, 2008. https://doi.org/10.1109/TPWRD.2008.2002850
  9. L. Dellera, and E. Garbagnati, "Lightning stroke simulation by means of the leader progression model, Part I: Description of the model and evaluation of exposure of free shielding structures," IEEE Trans. Power Delivery, Vol. 5, 2009-2022, 1990. https://doi.org/10.1109/61.103696
  10. H. Singer, H. Steinbigler and P. Weiss, "A charge simulation method for the calculation of high voltage fields," IEEE Trans. Power App. Syst., Vol. PAS-93, 1660-1668, 1974. https://doi.org/10.1109/TPAS.1974.293898
  11. N. H. Malik, "A review of the charge simulation method and its application," IEEE Trans. on EI, Vol. 24, p. 3-20, 1989.
  12. E. M. Bazelyan and Y. P. Raizer, Lightning Physics and Lightning Protection, Institute of Physics Pub., Bristol, 2000.
  13. P. Lalande, A. Bondiou, G. Bacchiega, and I. Gallimberti, "Observations and modeling of lightning leaders," C. R. Phys., Vol. 3, p. 1375-1392, 2002. https://doi.org/10.1016/S1631-0705(02)01413-5
  14. K. Berger, "Novel observations on lightning discharges: results of research on mount San Salvatore," J. Franklin Inst., Vol. 283, p. 478-525, 1967. https://doi.org/10.1016/0016-0032(67)90598-4
  15. M. Becerra and V. Cooray, "A simplified physical model to determine the lightning upward connecting leader inception," IEEE Trans. Power Del., Vol. 21, p. 897-908, 2006. https://doi.org/10.1109/TPWRD.2005.859290
  16. F. A. M. Rizk, "Modeling of lightning incidence to tall structures part I: Theory," IEEE Trans. Power Del., Vol. 9, p. 162-171, 1994. https://doi.org/10.1109/61.277673
  17. U. Kumar, P. K. Bokka, and J. Padhii, "A macroscopic inception criterion for the upward leaders of natural lightning," IEEE Trans. Power Delivery, Vol. 20, p. 904-911, 2005. https://doi.org/10.1109/TPWRD.2005.844273
  18. I. Gallimberti, "The mechanism of long spark formation," J. Physique Coll., Vol. 40, p. 193-250, 1972.
  19. J. G. Anderson, Lightning performance of transmission lines, Transmission line reference book 345 kV and above, chapter 12, EPRI, 1982.
  20. A. J. Erikson, "The incidence of lightning strikes to power lines," IEEE Trans. Power Delivery, Vol. 2, p. 859-870, 1987. https://doi.org/10.1109/TPWRD.1987.4308191
  21. C. M. Bishop, Neural network for pattern recognition, Oxford University Press: Oxford, 1995.
  22. H. M. Hornik, M. Stinchcombe and H. White, "Multilayer feed forward networks are universal approximators," Neutral Networks, Vol. 2, p. 359-366, 1989. https://doi.org/10.1016/0893-6080(89)90020-8
  23. D. E. Rumelhart, G. E. Hinton and R. J. Williams, "Learning representations by back-propagating errors," Nature, Vol. 323, p. 533-536, 1986. https://doi.org/10.1038/323533a0

피인용 문헌

  1. An Analytical Method for Estimation of Lightning Performance of Transmission Lines Based on a Leader Progression Model vol.56, pp.6, 2014, https://doi.org/10.1109/TEMC.2014.2314772