Establish the optimal parameters for League Championship Algorithm

  • Pupong Pongcharoen
  • Anothai Klakankhai
Keywords: League Championship Algorithm, Optimal Parameters, Numerical Function Optimization, Fractional Factorial Experiment, Analysis of Variance

Abstract

Manufacturing and service businesses need to increase their competitive always.  A business decision making tool is algorithms, and most business problems are NP-Hard. Therefore, the objectives of this article are to review League Championship Algorithm (LCA), to find the optimal parameters of the 10 different benchmarked functions and to design and analysis of experiments with the fractional factorial experiment (2k-p) and analysis of variance (ANOVA). The results of this experiments show that f1(x), f2(x), f9(x) and f10(x) have a P-value less than 0.05, indicating that the value of the factor responds. So the best parameter of the league championship algorithm should be as follows, for f1(x) set a retreat coefficient (c1)  to 6, for f2(x) and f10(x) set the league size (L) x Seasonality (S) to 56x1, the retreat coefficient (c1) and the approach coefficient (c2) is 6, and the probability of success (pc) is 0.99999 and f9(x)  set a retreat coefficient (c1)  to 6, the approach coefficient (c2) is 6 and the probability of success (pc) is 0.99999.

Author Biographies

Pupong Pongcharoen

Department of Industrial Engineering, Faculty of Engineering, Naresuan University

Anothai Klakankhai

Department of Industrial Engineering, Faculty of Engineering, Naresuan University

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Published
2019-03-18
How to Cite
[1]
P. Pongcharoen and A. Klakankhai, “Establish the optimal parameters for League Championship Algorithm”, Thai Journal of Operations Reseach : TJOR, vol. 7, no. 1, pp. 1-14, Mar. 2019.