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Differential Evolution

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Differential Evolution(差分进化)

主页

Storn, R.: Homepage of DE (2002), http://www.icsi.berkeley.edu/~storn/code.html

学者

  1. Kenneth V. Price
  2. Rainer Storn
  3. Jouni Lampinen
  4. Ponnuthurai Nagaratnam Suganthan

书籍

  • Price, K., Storn, R., Lampinen, J.: Differential Evolution : A Practical Approach to Global Optimization. Springer, Heidelberg(2005)
  • U. Chakraborty, in: Advances in Differential Evolution, Studies in Computational Intelligence, vol. 143, Springer, Berlin, 2008.

参考文献

1. 奠基

  • Storn, R., Price, K.V.: Differential evolution - a simple and efficient adaptive scheme for global optimization over continuous spaces (1995) Technical Report TR-95-012, ICSI (March 1995), ftp://ftp.icsi.berkeley.edu/pub/techreports/1995/ tr-95-012.ps.Z

  • Storn, R., Price, K.V.: Minimizing the real functions of the ICEC 1996 contest by differential evolution. In: Proceedings of the 1996 IEEE international conference on evolutionary computation, Nagoya, Japan, pp. 842–844. IEEE Press, New York (1996)

  • Storn, R.: On the usage of differential evolution for function optimization. In: Smith, M.H., Lee, M.A., Keller, J., Yen, J. (eds.)Proceedings of the 1996 biennial conference of the North American fuzzy information processing society – NAFIPS, Berkeley, CA, USA, June 19–22, pp. 519–523. IEEE Press, New York (1996)

  • Price, K., Storn, R.: Differential evolution: a simple evolution strategy for fast optimization. Dr. Dobb’s Journal 22, 18–24 (1997)

  • Storn, R., Price, K.V.: Differential Evolution – a Simple and Efficient Heuristic for Global Optimization over Continuous Spaces. Journal of Global Optimization 11(4), 341–359 (1997)

2. 综述

  • Lampinen, J.: A bibliography of differential evolution algorithms. Technical report, Lappeenranta University of Technology, Department of Information Technology, Laboratory of Information Processing(October 16, 1999), http://www.lut.fi/~jlampine/debiblio.htm
  • Kaelo P, Ali MM (2006) A numerical study of some modified differential evolution algorithms. Eur J OperRes 169(3):1176–1184
  • Das S, Suganthan P (2009) Differential evolution: a survey of the state-of-the-art. IEEE Trans Evol Comput 15(1):4–31
  • Ferrante N, Ville T (2010) Recent advances in differential evolution: a survey and experimental analysis. ArtifIntell Rev 33(1–2):61–106

3.自适应

  • SDE : M. G. H. Omran, A. Salman, and A. P. Engelbrecht, “Self-adaptive differential evolution,” inProc. Comput. Intell. Security, Lecture Notes in Artificial Intelligence 3801. 2005, pp. 192–199.

  • SaDE : A. K. Qin, V. L. Huang, and P. N. Suganthan, “Differential evolution algorithm with strategy adaptation for global numerical optimization,”IEEE Trans. Evol. Comput., vol. 13, no. 2, pp. 398–417, Apr. 2009.

  • jDE : J. Brest, S. Greiner, B. Boˇ skovi´ c, M. Mernik, and V. ˇ Zumer, “Self-adapting control parameters in differential evolution: A comparative study on numerical benchmark problems,”IEEE Trans. Evol. Comput., vol. 10, no. 6, pp. 646–657, Dec. 2006.

  • JADE : J. Zhang and A. C. Sanderson, “JADE: Adaptive differential evolution with optional external archive,”IEEE Trans. Evol. Comput., vol. 13,no. 5, pp. 945–958, Oct. 2009.

  • ODE : S. Rahnamayan, H. R. Tizhoosh, and M. M. A. Salama, “Oppositionbased differential evolution,”IEEE Trans. Evol. Comput., vol. 12, no.1, pp. 64–79, Feb. 2008.

  • DEGL : S. Das, A. Abraham, U. K. Chakraborty, and A. Konar, “Differential evolution using a neighborhood based mutation operator,”IEEE Trans. Evol. Comput., vol. 13, no. 3, pp. 526–553, Jun. 2009.

  • MODE/D : H. Li and Q. Zhang, “Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II,”IEEE Trans. Evol. Comput., vol. 13, no. 2, pp. 284–302, Apr. 2009.

  • DEahcSPX : Nasimul N, Hitoshi I. Accelerating differential evolution using an adaptive local search[J]. IEEE Trans on Evolutionary Computation, 2008, 12(1): 101-125.

  • CoDE : Wang Y, Cai Z X, Zhang Q F. Differential evolution with composite trial vector generation strategies and control parameters[J]. IEEE Trans on Evolutionary Computation, 2011, 15(1): 55-66.

  • cDE : Ernesto M, Ferrante N, Li Y, et al. Compact differential evolution[J]. IEEE Trans on Evolutionary Computation, 2011, 15(1): 32-54.

  • EPSDE : R. Mallipeddi, P. N. Suganthan, Q. K. Pan, and M. F. Tasgetiren, “Differential evolution algorithm with ensemble of parameters and mutation strategies,”Appl. Soft Comput., 2010

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