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Evolutionary algorithm with roulette-tournament selection for solving aquaculture diet formulation


Abd Rahman, Rosshairy and Ramli, Razamin and Jamari, Zainoddin and Ku-Mahamud, Ku Ruhana (2016) Evolutionary algorithm with roulette-tournament selection for solving aquaculture diet formulation. Mathematical Problems in Engineering, 2016. pp. 1-10. ISSN 1024-123X

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Abstract

The function of operators in an evolutionary algorithm (EA) is very crucial as the operators have a strong effect on the performance of the EA. In this paper, a new selection operator is introduced for a real valued encoding problem, which specifically exists in a shrimp diet formulation problem.This newly developed selection operator is a hybrid between two well-known established selection operators: roulette wheel and binary tournament selection.A comparison of the performance of the proposed operator and the other existing operator was made for evaluation purposes.The result shows that the proposed roulette-tournament selection is better in terms of its ability to provide many good feasible solutions when a population size of 30 is used.Thus, the proposed roulette-tournament is suitable and comparable to established selection for solving a real valued shrimp diet formulation problem.The selection operator can also be generalized to any problems related to EA.

Item Type: Article
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: School of Computing
Depositing User: Prof. Dr. Ku Ruhana Ku Mahamud
Date Deposited: 03 Jan 2017 07:56
Last Modified: 03 Jan 2017 07:56
URI: http://repo.uum.edu.my/id/eprint/20530

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