An improved self-adaptive control parameter of differential evolution for global optimization

Communications in Computer and Information Science

Volumn 51, Issue , 2009, Pages 215-224

  Jia, Liyuan ^a   Gong, Wenyin ^b   Wu, Hongbin ^a  

^a HUNAN CITY UNIVERSITY   (China)

^b CHINA UNIVERSITY OF GEOSCIENCES   (China)

Author keywords

Evolutionary algorithm; Immune algorithm; Multiobjective optimization; Similar individuals

Indexed keywords

BENCH-MARK PROBLEMS; CONTROL PARAMETERS; CONVERGENCE RATES; DIFFERENTIAL EVOLUTION; FASTER CONVERGENCE; GLOBAL MINIMA; HIGH-DIMENSIONAL; IMMUNE ALGORITHM; NUMERICAL OPTIMIZATIONS; PARAMETER SETTING; SEARCH SPACES; SELF ADAPTIVE CONTROL; SIMILAR INDIVIDUALS;

ADAPTIVE CONTROL SYSTEMS; CONTROL SYSTEM ANALYSIS; CONVERGENCE OF NUMERICAL METHODS; EVOLUTIONARY ALGORITHMS; GLOBAL OPTIMIZATION; INTELLIGENT SYSTEMS;

MULTIOBJECTIVE OPTIMIZATION;

EID: 73349085907     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-04962-0_25     Document Type: Conference Paper

References (20)

1. Storn, R., Price, K.: Differential evolution - a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization 11(4), 341-359 (1997)
2. Storn, R., Price, K.: Home page of differential evolution (2008)
3. Price, K., Storn, R., Lampinen, J.: Differential Evolution: A Practical Approach to Global Optimization. Springer, Berlin (2005)
4. Noman, N., Iba, H.: Accelerating differential evolution using an adaptive local search. IEEE Transactions on Evolutionary Computation 12(1), 107-125 (2008)
5. Gäperle, R., Müler, S., Koumoutsakos, P.: A parameter study for differential evolution. In: Proc. WSEAS Int. Conf. Advances Intell. Syst., Fuzzy Syst., Evol. Comput., pp. 293-298 (2002)
6. Brest, J., Greiner, S., Bošković, B.,Mernik, M., Žumer, V.: Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems. IEEE Transactions on Evolutionary Computation 10(6), 646-657 (2006)
7. Alatas, B., Akin, E., Karci, A.:Modenar: Multi-objective differential evolution algorithm for mining numeric association rules. Applied Soft Computing 8(1), 646-656 (2008)
8. Das, S., Abraham, A., Konar, A.: Automatic clustering using an improved differential evolution algorithm. IEEE Transaction on Systems Man and Cybernetics: Part A 38(1), 218-237 (2008)
9. Chakraborty, U.: Advances in Differential Evolution. Springer, Berlin (2008)
10. Liu, J., Lampinen, J.: A fuzzy adaptive differential evolution algorithm. Soft Comput. 9(6), 448-462 (2005)
11. Salman, A., Engelbrecht, A.P., Omran, M.G.H.: Empirical analysis of self-adaptive differential evolution. European Journal of Operational Research 183(2), 785-804 (2007)
12. Nobakhti, A., Wang, H.: A simple self-adaptive differential evolution algorithm with application on the ALSTOM gasifier. Appl. Soft Comput 8(1), 350-370 (2008)
13. Das, S., Konar, A., Chakraborty, U.K.: Two improved differential evolution schemes for faster global search. In: Beyer, H.G., O'Reilly, U.M. (eds.) Genetic and Evolutionary Computation Conference, GECCO 2005, Proceedings, Washington DC, USA, June 25-29, pp. 991-998. ACM, New York (2005)
14. Teo, J.: Exploring dynamic self-adaptive populations in differential evolution. Soft Comput. 10(8), 673-686 (2006)
15. Brest, J., Maučec, M.S.: Population size reduction for the differential evolution algorithm. Appl. Intell. 29(3), 228-247 (2008)
16. Srinivas, M., Patnaik, L.M.: Adaptive probabilities of crossover and mutation in genetic algorithms. IEEE Transactions on Systems, Man, and Cybernetics 24(4), 656-667 (1994)
17. Zaharie, D.: Critical values for the control parameters of differential evolution algorithms. In: Matoǔsek, R., Ǒsmera, P. (eds.) MENDEL 2002, 8th International Mendel Conference on Soft Computing, June 5-7, pp. 62-67 (2002)
18. Yao, X., Liu, Y., Lin, G.: Evolutionary programming made faster. IEEE Transactions on Evolutionary Computation 3(2), 82-102 (1999)
19. Rahnamayan, S., Tizhoosh, H., Salama, M.: Opposition-based differential evolution. IEEE Transactions on Evolutionary Computation 12(1), 64-79 (2008)
20. Suganthan, P., Hansen, N., Liang, J.: Problem definitions and evaluation criteria for the cec2005 special session on real-parameter optimization (2005)