Journal of Electrical Engineering and Technology

The Korean Institute of Electrical Engineers (대한전기학회)
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Performance Comparison of GA, DE, PSO and SA Approaches in Enhancement of Total Transfer Capability using FACTS Devices

  • Chandrasekar, K. (EEE Dept., Tagore Engineering College) ;
  • Ramana, N.V. (EEE dept., JNTUH College of Engineering, Nachupally (Kodagattu))
  • Received : 2011.03.15
  • Accepted : 2012.05.02
  • Published : 2012.07.01
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Abstract

In this paper the performance of meta-heuristics algorithms such as GA (Genetic Algorithm), DE (Differential Evolution), PSO (Particle Swarm Optimization) and SA (Simulated Annealing) for the problem of TTC enhancement using FACTS devices are compared. In addition to that in the assessment procedure of TTC two novel techniques are proposed. First the optimization algorithm which is used for TTC enhancement is simultaneously used for assessment of TTC. Second the power flow is done using Broyden - Shamanski method with Sherman - Morrison formula (BSS). The proposed approach is tested on WSCC 9 bus, IEEE 118 bus test systems and the results are compared with the conventional Repeated Power Flow (RPF) using Newton Raphson (NR) method which indicates that the proposed method provides better TTC enhancement and computational efficacy than the conventional procedure.

Keywords

References

  1. "Available Transfer Capability Definitions and Determination" NERC report, June 1996.
  2. Ou, Y. and Singh, C. "Improvement of total transfer capability using TCSC and SVC", Proceedings of the IEEE Power Engineering Society Summer Meeting. Vancouver, Canada, pp. 15-19, July 2001.
  3. Farahmand, H. Rashidi-Nejad, M. Fotuhi- Firoozabad, M., "Implementation of FACTS devices for ATC enhancement using RPF technique", IEEE Power Engineering conference on Large Engineering Systems, pp. 30-35, July 2004.
  4. Ying Xiao, Y. H. Song, Chen-Ching Liu, Y. Z. Sun, "Available Transfer Capability Enhancement Using FACTS Devices", IEEE Trans. Power Syst., Vol. 18, no. 1, pp. 305-312, Feb. 2003. https://doi.org/10.1109/TPWRS.2002.807073
  5. T Masuta, A Yokoyama, "ATC Enhancement considering transient stability based on OPF control by UPFC", IEEE International conference on power system technology, pp. 1-6, Oct. 2006.
  6. K.S. Verma, S.N. Singh and H.O. Gupta "FACTS device location for enhancement of Total Transfer Capacity" IEEE PES Winter Meeting, Columbus, OH, no. 2, pp. 522-527, Feb. 2001.
  7. Xingbin Yu, Sasa Jakovljevic and Gamg Huang, "Total Transfer capacity considering FACTS and security constraints", IEEE PES Transmission and Distribution Conference and Exposition,no.1, pp. 73- 78, Sep 2003.
  8. Gabriel C. Ejebe, James G. Waight, Manuel Santos- Nieto, and William F. Tinney, "Fast Calculation of Linear Available Transfer Capability", IEEE Trans. Power Syst., Vol. 15, no. 3, 1112-1116, August 2000. https://doi.org/10.1109/59.871741
  9. Ashwani Kumar, S.C. Srivastava, AC Power Transfer Distribution Factors for Allocating Power Transactions in Deregulated Market, IEEE Power Engineering Review, pp 42-43, July 2002.
  10. P.Venkatesh, R. Gnanadass, N. P. Padhy, Available transmission capability determination using power transfer distribution factors, International Journal of Emerging Electric Power Systems, Vol. 1, no. 2, pp 1- 14, Dec. 2004.
  11. Gravener, M.H. and Nwankpa, C. "Available transfer capability and first order sensitivity", IEEE Trans. Power Syst., Vol. 14, no. 2, pp. 512-518, May 1999. https://doi.org/10.1109/59.761874
  12. H. Chiang, A. J. Flueck, K. S. Shah, and N. Balu, "CPFLOW: A practical tool for tracing power system steady-state stationary behavior due to load and generation variations," IEEE Trans. Power Syst., Vol. 10, no.2, pp. 623-634, May 1995. https://doi.org/10.1109/59.387897
  13. G. C. Ejebe, J. Tong, J. G. Waight, J. G. Frame, X. Wang, and W. F. Tinney, "Available transfer capability calculations," IEEE Trans. Power Syst., Vol. 13,no. 4, pp. 1521-1527, Nov. 1998. https://doi.org/10.1109/59.736300
  14. Ou, Y. and Singh, C. "Assessment of available transfer capability and margins", IEEE Trans. Power Syst., Vol.17, no. 2, pp. 463-468, May 2002. https://doi.org/10.1109/TPWRS.2002.1007919
  15. Sookananta. B, "Determination of FACTS placement using Differential Evolution technique", International conference on Electrical Engineering and Informatics, pp 672-675, August 2009.
  16. M. M. Frasanqi, H. Nezamabadipour, M. Hesari, J. Razavi "SVC location for TTC enhamcement using differential evolution:making the algorithm faster", Proceedings of the 6th conference on Applications of Electrical Engineering, AEE 07 WSEAS, Wisconsin, 2007.
  17. M. Saravanan, etal, "Application of PSO technique for optimal location of FACTS devices considering system loadability and cost of installation," Power Engineering Conference, Vol. 2 pp.716- 721, 29 Nov-2 Dec. 2005.
  18. B.V. Manikandan, S. Charles Raja, and P. Venkadesh, "Available Transfer Capabiltiy enhancement with FACTS devices in the Deregulated Electricity Market", Journal of Electrical Engineering and Technology, Vol.6, no.1., pp 14-22, Jan 2011. https://doi.org/10.5370/JEET.2011.6.1.014
  19. Leung, H.C., Chung, T.S., "Optimal power flow with a versatile FACTS controller by genetic algorithm approach", IEEE PES Winter Meeting, Vol. 4, pp 2806-2811, Jan 2000.
  20. S. Gerbex, R. Cherkaoui, A.J. Germond, "Optimal Location of Multitype FACTS Devices in a Power System by Means of Genetic Algorithms", IEEE Trans. Power Syst., Vol. 16, no.3, pp. 537-544, August 2001. https://doi.org/10.1109/59.932292
  21. Wang Feng, and G. B. Shrestha, "Allocation of TCSC devices to optimize Total Transfer capacity in a Competitive Power Market", IEEE PES Winter Meeting, Vol. 2, pp. 587 -593, Feb 2001.
  22. Sara Molazei, Malihe M. Farsangi, Hossein Nezamabadi-pour, "Enhancement of Total Transfer Capability Using SVC and TCSC", 6th WSEAS International Conference on Applications of Electrical Engineering, Istanbul, Turkey, pp 149-154, May 27-29, 2007.
  23. Hossein farahmand, Masoud rashidinejad and Ali akbar gharaveisi, "A Combinatorial Approach of Real GA & Fuzzy to ATC Enhancement", Turkish Journal Of Electrical Engineering, Vol. 1, no.4, pp. 77-88, 2007.
  24. Fozdar, M., "GA based optimisation of thyristor controlled series capacitor", 42nd International Universities Power Engineering Conference, Brighton, pp. 392-396, Sept. 2007.
  25. Ongsakul, W. Jirapong, P. "Optimal allocation of FACTS devices to enhance total transfer capability using evolutionary programming", IEEE International Symposium on Circuits and System, ISCAS, Vol. 5, pp 4175- 4178, May 2005.
  26. Peerapol Jirapong and Weerakorn Ongsakul, "Optimal Placement of Multi-Type FACTS Devices for Total Transfer Capability Enhancement Using Hybrid Evolutionary Algorithm", Journal of Electric Power Components and Systems, Vol. 35, no.9 pp. 981-1005, 2007. https://doi.org/10.1080/15325000701249993
  27. S. Gerbex, R. Cherkaoui, and A. J. Germond, "Optimal Location of FACTS Devices to Enhance Power System Security", IEEE Bologna Power Tech Conference, Bologna, Italy, Vol. 3, pp. 23-26, June 2003.
  28. "Determination of ATC within the Western Interconnection", WECC RRO Document MOD -003- 0, June 2001.
  29. Peter. W. Sauer, "Technical challenges of Computing ATC in Electric Power System", 30th Hawaii International conference on system sciences, Wailea, HI, USA, Vol. 5, pp. 589-593, Jan 1997.
  30. Xin-She Yang, "Engineering Optimization - An Introduction to Metaheuristic Applications" John Wiley & Sons, Hoboken, New Jersy, 2010.
  31. K Y Lee, M.A. El-Sharkawi, "Modern Heuristic Optimization Techniques" IEEE press and Wiley - InterScience, New Jersy, 2008.
  32. Rody P S Oldenhuis, "Trajectory Optimization of a mission to the Solar Bow shock and minor planets", MSc thesis report, Delft University of Technology, Netherlands, Jan 2010.
  33. Goldberg D.E. "Genetic Algorithms in Search, Optimization, and Machine Learning", Kluwer Academic Publishers, Boston, 1989
  34. Storn, R. and Price, K., "Differential Evolution - a Simple and Efficient Heuristic for Global Optimization over Continuous Spaces," Journal of Global Optimization, Vol. 11, pp. 341-359, 1997. https://doi.org/10.1023/A:1008202821328
  35. Kennedy, J. and Eberhart, R. C., "Particle swarm optimization," Proceedings of IEEE International Conference on Neural Networks, pp. 1942-1948, 1995.
  36. Kirkpatrick, S., Gelatt, C., and Vecchi, M., "Optimization by simulated annealing," Science, Vol. 220, pp. 671-680, 1983. https://doi.org/10.1126/science.220.4598.671
  37. S. Buhmiler, N. Krejic and Z. Luzanin, Practical Qausi - Newton algorithms for singular non linear systems, Journal on Numerical Algorithms, Springer, Vol. 55, no. 4, pp 481-502, Jan. 2010. https://doi.org/10.1007/s11075-010-9367-z
  38. C. G. Broyden, "A class of methods for solving Non Linear Simultaneous Equations" Mathematics of Computation, Vol. 19, no.92, pp. 577-593, 1965 . https://doi.org/10.1090/S0025-5718-1965-0198670-6
  39. Asif Selim, An Investigation of Broyden's Method in Load Flow Analysis, MS thesis report, College of Engineering and Technology, Ohio University, Athens, Ohio, USA, March 1994.
  40. http://www.pserc.cornell.edu/tcc/tcc.md/.
  41. http://www.ee.washington.edu/research/pstca/.
  42. R. D. Zimmermann and Carlos E. Murillo-Sanchez, Matpower a $Matlab{(R)}$ power system simulation package, User's Manual, Version 3.2, 2007.

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