The implementation of crossover factor, f TIG in the finite persisting sphere genetic algorithm

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Abstract

In this paper, a crossover factor, fTIG is introduced to the Finite Persisting Sphere Genetic Algorithm (FPSGA). The factor provides a variable range of the loop in the process of Finite Persisting Sphere. By the existing of the variable range, the risk to have too large number of loop or too small number of loop in the FPSGA can be reduced. Too large number of loop will risk of repeating using the same data and too small number of loop will cause the loss of good genes in the FPSGA. By the proposed approach, potential to achieve the global solution in a small number of population will be increased and at the same time less time required running the process in the loop. This paper show that FPSGA with fTIG has higher global solution compared to other method and this method has faster converges to the global solution. The experiment result revealed the superiority of fTIG in FPSGA.

Original languageEnglish
Title of host publication2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011
Pages565-569
Number of pages5
DOIs
Publication statusPublished - 01 Dec 2011
Event2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011 - Langkawi, Malaysia
Duration: 25 Sep 201128 Sep 2011

Publication series

Name2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011

Other

Other2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011
CountryMalaysia
CityLangkawi
Period25/09/1128/09/11

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All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

Cite this

Kamil, K., Chong, K. H., Tiong, S. K., & Yeap, K. H. (2011). The implementation of crossover factor, f TIG in the finite persisting sphere genetic algorithm. In 2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011 (pp. 565-569). [6108776] (2011 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2011). https://doi.org/10.1109/ISIEA.2011.6108776