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

机译:具有轮盘锦标赛选择的进化算法求解水产养殖日粮配方

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摘要

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.
机译:运算符在进化算法(EA)中的功能非常重要,因为运算符会对EA的性能产生重大影响。本文针对实值编码问题引入了新的选择算子,该问题特别存在于虾类饮食配方问题中。此新开发的选择算子是轮盘赌轮和二元锦标赛选择这两个著名的既定选择算子的混合体为了评估目的,对提议的运营商和其他现有运营商的性能进行了比较。结果表明,轮盘锦标赛选择在人口数量为30时能够提供许多良好可行解决方案的能力方面更好因此,所提出的轮盘锦标赛非常适合并可以与既定的选择相媲美,以解决真正有价值的虾饲料配方问题。选择算子还可以推广到与EA相关的任何问题。

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