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Short-Term Hydrothermal Scheduling by Artificial Immune System Algorithm
International Journal of Computer Applications
© 2014 by IJCA Journal
Volume 107 - Number 18
Year of Publication: 2014
|
10.5120/18849-0365 |
C Jena, C K Panigrahi, M.das and M Basu. Article: Short-Term Hydrothermal Scheduling by Artificial Immune System Algorithm. International Journal of Computer Applications 107(18):5-14, December 2014. Full text available. BibTeX
@article{key:article,
author = {C. Jena and C. K. Panigrahi and M.das and M. Basu},
title = {Article: Short-Term Hydrothermal Scheduling by Artificial Immune System Algorithm},
journal = {International Journal of Computer Applications},
year = {2014},
volume = {107},
number = {18},
pages = {5-14},
month = {December},
note = {Full text available}
}
Abstract
Artificial Immune System is applied to determine the optimal hourly schedule of power generation in a hydrothermal system. A multi-reservoir cascaded hydroelectric system with a nonlinear relationship between water discharge rate, net head and power generation is considered. The water transport delay between connected reservoirs is taken into account. The transmission losses are also taken into consideration using loss coefficients. The developed algorithm is illustrated for a test system and the test results are compared with those obtained by using differential evolution and evolutionary programming technique. From numerical results, it is seen that artificial immune system based approach provides better solution.
References
- M. V. F. Pereira and L. M. V. G. Pinto, "A decomposition approach to the economic dispatch of the hydrothermal systems", IEEE Transactions on PAS, Vol. 101, No. 10, 1982, pp. 3851-3860.
- Q. Xia, N. Xiang, S Wang, B. Zhang and M. Huang, "Optimal daily scheduling of Cascaded plants using a new algorithm of non-linear minimum cost network flow", IEEE Transactions on PWRS, Vol. 3, No. 3, 1988, pp. 929-935.
- S. Chang, C. Chen, I. Fong and P. B. Luh, "Hydroelectric generation scheduling with an effective differential programming", IEEE Transaction on PWRS, Vol. 5, No. 3, 1990, pp. 737-743.
- A. A. F. M. Carneiro, S. Soares and P. S. Bond, " A large scale of an optimal deterministic hydrothermal scheduling algorithm", IEEE Transactions on PWRS, Vol. 5, No. 1, Feb. 1990, pp. 204-211.
- M. S. Salam, K. M. Nor, and A. R. Hamdam, "Hydrothermal scheduling based Lagrangian relaxation approach to hydrothermal coordination", IEEE Transactions on PWRS, Vol. 13, No. 1, Feb. 1998, pp. 226-235.
- W. S. Sifuentes and A. Vargas, "Hydrothermal Scheduling Using Benders Decomposition: Accelerating Techniques", IEEE Trans. on PWRS, Vol. 22, No. 3, Aug. 2007, pp. 1351-1359.
- K. P. Wong and Y. W. Wong, "Short-term hydrothermal scheduling part 1: simulated annealing approach", IEE Proceedings Generation, Transmission and Distribution, 1994, Vol. 141, No. 5, pp. 497-501.
- P. C. Yang, H. T. Yang and C. L. Huang, "Scheduling short-term hydrothermal generation using evolutionary Programming techniques", IEE Proceedings Generation Transmission and Distribution, vol. 143, No. 4, July 1996, pp. 371-376.
- S. O. Orero and M. R. Irving, "A genetic algorithm modeling framework and solution technique for short term optimal hydrothermal scheduling", IEEE Trans. on PWRS, Vol. 13, No. 2, May 1998.
- E. Gil, J. Bustos and H. Rudnick, "Short-term hydrothermal generation scheduling model using a genetic algorithm", IEEE Trans. on PWRS, Vol. 18, No. 4, Nov. 2003, pp. 1256-1264.
- L. Lakshminarasimman and S. Subramanian, "Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution", IEE Proceedings – Generation, Transmission and Distribution, Volume 153, No. 6, November 2006, pp. 693-700.
- S. Endoh, N. Toma, and K. Yamada, "Immune algorithm for n-TSP", System, Man and Cybernetics, IEEE International Conference, vol. 4, 11-14 October, 1998, pp. 3844-3849.
- L. N. de Castro, and F. J. Von Zuben: Artificial Immune Systems: Part I – Basic theory and Applications. Technical report, TR-DCA 01/99, Dec1999.
- L. N. de Castro and F. J. Zuben, "Learning and optimization using through the clonal selection principle", IEEE Transactions on Evolutionary Computation, vol. 6, no. 3 pp. 239-251, 2002.
- G. Nicosia, V. Cutello, P. J. Bentley and J. Timmis: Artificial Immune Systems. Third International Conference (ICARIS 2004), Catania, Italy, LNCS, Springer-Verlag, vol. 3239, 2004.
- V. Cutello, G. Morelli, G. Nicosia, and M. Pavone: Immune Algorithms with Aging Operators for the String Folding Problem and the Protein Folding problem. EvoCOP 2005, LNCS, vol. 3448, pp. 80-90, Springer, Heidelberg (2005).
- V. Cutello, G. Narzisi, G. Nicosia, and M. Pavone: Real coded Clonal Selection Algorithm for Global Numerical Optimization using a new Inversely Proportional Hypermutation Operator. The 21st Annual ACM Symposium on Applied Computing, SAC 2006, Dijon, France, April 23-27, 2006, vol. 2, pp. 950-954. ACM Press, New York (2006).
- V. Cutello, G. Nicosia, M. Romeo and P. S. Oliveto: On the Convergence of Immune Algorithms. The First IEEE Symposium on Foundations of Computational Intelligence, FOCI 2007. IEEE Computer Society Press, Los Alamitos (2007).
- T. K. A. Rahman, S. I. Suliman and I. Musirin, "Artificial Immune –Based Optimization Technique for Solving Economic Dispatch in Power Systems", Springer-Verlag, Berlin Heidelberg 2006, pp. 338-345.
- B. K. Panigrahi, S. R. Yadav, S. Agrawal and M. K. Tiwari, "A clonal algorithm to solve economic load dispatch", Electric Power System Research, 2006.
- Gwo-Ching Liao, "Short-term thermal generation scheduling using improved immune algorithm", Electric Power System Research 76 (2006), pp. 360-373.