An extended mutation concept for the local selection based differential evolution algorithm

Proceedings of GECCO 2007: Genetic and Evolutionary Computation Conference

Volumn , Issue , 2007, Pages 689-696

  Rönkkönen, Jani Ilmari ^a   Lampinen, Jouni ^a  

^a LAPPEENRANTA UNIVERSITY OF TECHNOLOGY   (Finland)

Author keywords

Differential evolution; Mutation; Selection

Indexed keywords

DIFFERENTIATION (CALCULUS); MODEL CHECKING; PARAMETER ESTIMATION; PROBLEM SOLVING;

CONTROL PARAMETERS; DIFFERENTIAL EVOLUTION ALGORITHMS; GLOBAL SEARCH; MULTI-MODAL PROBLEMS;

EVOLUTIONARY ALGORITHMS;

EID: 34548101464     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1276958.1277101     Document Type: Conference Paper

References (14)

1. K. Deb, A. Anand, and D. Joshi. A computationally efficient evolutionary algorithm for real-parameter optimization. Evolutionary Computation, 10(4):371-395, 2002.
2. N. Hansen and A. Ostermeier. Completely derandomized self adaptation in evolution strategies. Evolutionary Computation, 9(2): 159-195, 2001.
3. S. Kukkonen and J. Lampinen. Constrained real-parameter optimization with generalized differential evolution. In Proceedings of the 2006 Congress on Evolutionary Computation (CEC 2006), pages 911-918, Vancouver, BC, Canada, July 2006.
4. J. Lampinen and R. Storn. New Optimization Techniques in Engineering, chapter Differential Evolution, pages 123-166. Springer-Verlag, 2004. ISBN: 3-540-20167.
5. J. Lampinen and I. Zelinka. On stagnation of the differential evolution algorithm. In Proceedings of MENDEL 2000, 6th International Conference on Soft Computing, pages 76-83, Brno, Czech Republic, 7-9 June. ISBN 80-214-1609-2.
6. K. Price. An introduction to differential evolution. In D. Corne, M. Dorigo, and F. Glover, editors, New Ideas in Optimization, pages 79-108. McGrawHill. ISBN 007-709506-5.
7. K. V. Price and J. I. Rönkkönen. Comparing the uni-modal scaling performance of global and local selection in mutation-only differential evolution algorithm. In Proceedings of 2006 IEEE World Congress on Computational Intelligence, pages 7387-7394, Vancouver, Canada, 16-21 July 2006. ISBN 0-7803-9489-5.
8. K. V. Price, R. M. Storn, and J. A. Lampinen. Differential Evolution: A Practical Approach to Global Optimization. Springer, 2005. ISBN 3-540-20950-6.
9. G. Rudolph. Convergence of evolutionary algorithms in general search spaces. In Proceedings of the third IEEE Conference of Evolutionary Computation, pages 50-54. IEEE Press.
10. J. Rönkkönen, S. Kukkonen, and J. Lampinen. A comparison of differential evolution and generalized generation gap algorithms. Journal of Advanced Computational Intelligence and Intelligent Informatics, 9(5), September 2005. ISSN 1343-0130.
11. J. Rönkkönen and J. Lampinen. On using normally distributed mutation step lenght for the differential evolution algorithm. In. Proceedings of MENDEL 2003, 9th International Conference on Soft Computing, pages 11-18, Brno, Czech Republic, 4-6 June 2003. ISBN 80-214-2411-7.
12. Y.-W. Shang and Y.-H. Qiu. A note on the extended rosenbrock function. Evolutionary Computation, 14(1):119-126, 2006.
13. R. Storn and K. Price. Differential evolution - a simple and efficient adaptive scheme for global optimization over continuos spaces. Technical Report TR-95-012, ICSI, 1995.
14. R. Storn and K. Price. Differential evolution - a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization, pages 341-359, 1997.