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Systems and Methods for Multi-Objective Heuristics with Conditional Genes

机译:具有条件基因的多目标启发式系统和方法

摘要

Systems and methods are provided to engage in multi-objective optimization where there may be potential solutions for evaluation (e.g., chromosomes) that each have one or more conditional genes. The value of each of the conditional genes in each of the chromosomes may be equivalent to one of a plurality of hidden genes in each of the chromosomes. The value of each of the conditional genes may be evaluated prior to determining objective values of each of the chromosomes. The objective values of each of the chromosomes may be used to evaluate the potential solutions embodied in the chromosomes and further drive to more optimized solutions. The use of the conditional genes in the chromosomes may reduce the amount of constraint violation checks that may need to be performed.
机译:提供了用于进行多目标优化的系统和方法,其中可能存在用于评估(例如,染色体)的潜在解决方案,每个解决方案均具有一个或多个条件基因。每个染色体中的每个条件基因的值可以等于每个染色体中的多个隐藏基因之一。在确定每个染色体的客观值之前,可以评估每个条件基因的值。每个染色体的客观值可用于评估染色体中包含的潜在解决方案,并进一步推动获得更优化的解决方案。在染色体中使用条件基因可以减少可能需要执行的约束违规检查的数量。

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