Fuzzy-GA Application for Allocation and Operation of Dispersed Generation Systems in Composite Distribution Systems

복합배전계통에서 분산형전원의 설치 및 운영을 위한 Fuzzy-GA 응용

  • Published : 2003.10.01

Abstract

This paper presents a fuzzy-GA method for the allocation and operation of dispersed generator systems(DGs) based on load model in composite distribution systems. Groups of each individual load model consist of residential, industrial, commercial, official and agricultural load. The problem formulation considers an objective to reduce power loss of distribution systems and the constraints such as the number or total capacity of DGs and the deviation of the bus voltage. The main idea of solving fuzzy goal programming is to transform the original objective function and constraints into the equivalent multi-objectives functions with fuzzy sets to evaluate their imprecise nature for the criterion of power loss minimization, the number or total capacity of DGs and the bus voltage deviation, and then solve the problem using genetic algorithm. The method proposed is applied to IEEE 12 bus and 33 bus test systems to demonstrate its effectiveness. .

Keywords

References

  1. R. C. Dugan and S. A. Thomas et. al, 'Integrating Dispersed Storage and Generation (DGS) with An Automated Distributed System', IEEE Trans. PAS, pp.1142-1146, 1984 https://doi.org/10.1109/TPAS.1984.318441
  2. N. S. Rau and Y. H. Wan, 'Optimum Location of Resources in Distributed Planning', IEEE Trans. on Power Systems, Vol. 9, No. 4, pp.2014-2020, Nov. 1994 https://doi.org/10.1109/59.331463
  3. T. Griffin, K. Tomsovic, D. Secrestand and A. Law, 'Placement of Dispersed Generations Systems for Reduced Losses', Proceedings of the 3rd Annual Hawaii International Conference on System Sciences, pp.1446-1454, 2000
  4. G. Celli, and F. Pilo, 'Optimal Distributed Generation Allocation in MV Distribution Networks', 22nd IEEE Power Engineering Society International Conference, pp.81-86, 2001 https://doi.org/10.1109/PICA.2001.932323
  5. K. Nara, Y. Hayashi, K. Ikeda and T. Ashizawa, 'Application of Tabu Search to Optimal Placement of Distributed Generators', Power Engineering Society Winter Meeting, IEEE, Vol. 2, pp.918-923, 2001 https://doi.org/10.1109/PESW.2001.916995
  6. K. H. Kim, Y. J. Lee, S. B. Rhee, S. K. Lee and S. K. You, 'Dispersed Generator Placement using Fuzzy-GA in Distribution', IEEE Power Engineering Society Summer Meeting, pp.1148-1153, 2001 https://doi.org/10.1109/PESS.2002.1043458
  7. 황갑주외 2인, '배전계통 해석을 위한 모형개발', 대한전기학회 논문지, 제42권, 제5호, pp42-51, 1993
  8. T. H. Chen, M. S. Chen, K. J. Hwang, P. Kotas and E. A. Chebli. 'Distribution System Power Flow Analysis A Rigid Approach.' IEEE Trans. on Power Delivery, Vol. 6, No. 3, pp.1146-1152, 1991 https://doi.org/10.1109/61.85860
  9. H. D. Chiang, and M. E. Baran, 'On the Existence and Uniqueness of Load Flow Solution for Radial Distribution Power Networks,' IEEE Trans. on Circuits and Systems, Vol. 37, No. 3, pp.410-416, March, 1990 https://doi.org/10.1109/31.52734
  10. J. J. Grainger and S. H. Lee, 'Optimum Size and Location of Shunt Capacitors for Reduction of Losses on Distribution Feeders', IEEE Trans. on Power Apparatus and Systems, Vol. PAS-100, pp.1105-1116, March, 1981 https://doi.org/10.1109/TPAS.1981.316577
  11. M. Gen, K Ida and J. Kim, 'Fuzzy Goal Programming using Genetic Algorithm', IEEE International Conference on Evolutionary Computation, pp.413-418, 1997 https://doi.org/10.1109/ICEC.1997.592345
  12. Y. T. Hsiao and C. Y. Chen, 'Enhancement of Restoration Service in Distribution Systems using a Combination Fuzzy-GA Method', IEEE Transactions on Power Systems, Vol. 15, No. pp.1394-1404, 2000 https://doi.org/10.1109/59.898118
  13. Z. Michalewicz, 'Genetic algorithms + Data structures = Evolution Programs', Second Edition, Springer Verlag, 1992
  14. D. Das, H. S. Nagi, and D. P. Kothari, 'Novel method for Solving Radial Distribution Network,' IEE Proceeding of Generation Transmission and Distribution, Vol. 141, No. 4, pp.291-298, July, 1994 https://doi.org/10.1049/ip-gtd:19949966
  15. M. A. Kashem, V. Ganapathy, G. B. Jasmon and M. I. Buhari, 'A Novel Method for Loss Minimization in Distribution Networks,' International Conference on Electric Utility Deregulation and Restructuring and Power Technologies, pp.251-256, 2000 https://doi.org/10.1109/DRPT.2000.855672