Differential evolution, an alternative approach to evolutionary algorithm

Proceedings of the 13th International Conference on Intelligent Systems Application to Power Systems, ISAP'05

Volumn 2005, Issue , 2005, Pages 73-83

  Wong, Kit Po ^a,b   Dong, ZhaoYang ^a,c  

^a IEEE   (Hong Kong)

^b HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^c UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

Differential evolution; Evolutionary algorithms; Evolutionary computation; Evolutionary programming; Evolutionary strategy; Genetic algorithms

Indexed keywords

DIFFERENTIAL EVOLUTION; EVOLUTIONARY STRATEGY; MUTATION; OBJECTIVE VECTORS;

COMPUTATION THEORY; ELECTRICAL ENGINEERING; FUNCTION EVALUATION; OPTIMIZATION; PROBABILITY DISTRIBUTIONS; VECTOR QUANTIZATION;

EVOLUTIONARY ALGORITHMS;

EID: 33847403995     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISAP.2005.1599244     Document Type: Conference Paper

References (28)

1. R. Storn and K. Price, "Differential Evolution - A simple and efficient adaptive scheme for global optimization over continuous spaces", Technical Report TR-95-012, March 1995, ftp.ICSI.Berkeley.edu/pub/ techreports/1995/tr-95-012.ps.Z
2. R. Stom and K. Price, "Minimizing the real functions of the ICEC'96 contest by differential evolution", Proc. of IEEE Int. Conf. on Evolutionary Computation, Nagoya, Japan, 1996.
3. A. S. Fraser, Simulation of genetic systems by automatic digital computers, Aust. J. Biol. Sci., Vol. 10, 1957, pp. 484491.
4. H. J. Bremermann, Optimisation through evolution and recombination. Self-Organizing Systems, M.C. Yovits, G.F. Jacobi and G. D. Goldstine ed. Washington, DC: Spartan, 1962, pp 93 -106.
5. L. J. Fogel, A. J. Owens and M. J. Walsh, Artificial intelligence through simulated evolution. New York, Wiley, 1966.
6. J. Holland, Adaptation in Natural and Artificial Systems. Ann Arbor: University of Michigan Press, 1975.
7. D. Goldberg, Genetic Algorithms in Search, Optimisation and Machine Learning. Addison-Wesley, 1989.
8. K. P. Wong and A. Li, Virtual population and acceleration techniques for evolutionary power flow calculation in power systems, in Evolutionary Optimisation, R. Sarker, M. Mohammadian and X. Yao Eds, Kluwer Academic Publishers, USA, 2002, pp. 329-345.
9. T. Bäck, Evolutionary Algorithms in Theory and Practice: Evolution Strategies, Evolutionary Programming, Genetic Algorithms, Oxford University Press, 1996.
10. K. P. Wong and Z. Y. Dong, "Special issue on evolutionary computation for systems and control applications", International Journal of Systems Science, Vol. 35, No. 13-14, 20 October - 15 November 2004, pp. 729-730.
11. K. P. Wong, A. Li and M. Y. Law, "An advanced genetic-algorithm power flow method", IEE Proc. Genr. Transm. & Distrib. Vol. 146, No. 6, Nov. 1999, pp. 609-616.
12. K. P. Wong and A. Li, "A technique for improving the convergence characteristic of genetic algorithms and its application to a genetic-based load flow algorithm", Simulated Evolution and Learning, J.H. Kim, X. Yao, and T. Furuhasi (eds), Lecture Notes in Artificial Intelligence 1295, 1997, pp. 167-176.
13. K. Price, "An introduction to differential evolution", Chapter 6, in D. Corne, M Dorigo and F. Glover, edt. New Ideas in Optimization, McGraw Hill, 1999, pp.79-108.
14. H. Brayton, G. Hachtel and A. Sangiovanni-Vincentelli, "A survey of optimization techniques for integrated circuit design", IEEE Proc. No. 69, 1981, pp. 1334-1362.
15. K. Price, "Differential evolution: a fast and simple numerical optimizer", in M. Smith, M. Lee, J. Keller, and J. Yen (eds.) 1996 Biennial Conference of the North American Fuzzy Information Processing Society, IEEE Press, New York, NY, pp. 524-527.
16. nd ICEO", Proc. IEEE International Conference on Evolutionary Computation, 13-16 April 1997, pp. 153 - 157.
17. R.L. Becerra and C.A. Coello Coello, "Culturizing differential evolution for constrained optimization", Proc. The fifth Mexican International Conference in Computer Science (ENC'04), 2004, pp. 304-311.
18. D.K. Tasoulis, N.G. Pavlidis, V.P. Plagianakos and M.N. Vrahatis, "Parallel differential evolution", Proc. Congress on Evolutionary Computation (CEC2004), Vol. 2, 19-23 June 2004, pp. 2023-2029.
19. H.Y. Fan and J. Lampinen, "A trigonometric mutation operation to differential evolution", Journal of Global Optimization, No. 27, 2003, pp. 105-129.
20. J.-P. Chiou, C.-F. Chang and C.-T. Su, "Ant direct hybrid differential evolution for solving large capacitor placement problems", IEEE Trans. on Power Systems, Vol. 19, No. 4, November 2004, pp. 1794 - 1800.
21. F. Xue, A.C. Sanderson and R.J. Graves, "Pareto-based multi-objective differential evolution", Proc. The 2003 Congress on Evolutionary Computation (CEC'03), Vol. 2, 8-12 Dec. 2003, Canberra, Australia, pp. 862 - 869.
22. J.-P. Chiou, C.-F. Chang and C.-T. Su, "Variable scaling hybrid differential evolution for solving network reconfiguration of distribution systems", IEEE Trans. on Power Systems, Vol. 20, No. 2, May 2005, pp. 668 - 674.
23. J.-B. Park, K.-S. Lee, J.-R. Shin and K.Y. Lee, "A particle swarm optimization for economic dispatch with nonsmooth cost functions", IEEE Trans. on Power Systems, Vol. 20, No. 1, February 2005, pp.34 - 42.
24. J. Kennedy and R. Eberhart, "Particle swarm optimization", Proc. IEEE Int. Conf. Neural Networks (ICNN'95), Vol. IV, Perth, Australia, 1995, pp. 1942-1948.
25. S. Kannan, S. Mary Raja Slochanal and N. P. Padhy, "Application and comparison of metaheuristic techniques to generation expansion planning problem", IEEE Trans. on Power Systems, Vol. 20, No. 1, February 2003, pp. 466 - 475.
26. R.K. Ursem and P. Vadstrup, "Parameter identification of induction motors using differential evolution", Proc. The 2003 Congress on Evolutionary Computation (CEC'03), Vol. 2, 8-12 Dec. 2003, Canberra, Australia, pp. 790 - 796.
27. "Available transfer capacity definitions and determination" NERC, Reference Document, June 1996.
28. M. Shaaban, Y. Ni and F. Wu, "Total transfer capability calculations for competitive power networks using genetic algorithms", Proc. Int. Conf. Electric Utility Deregulation and Restructuring and Power Technologies (DRPT), 2000, 4-7 April 2000, pp. 114-118.