用进化算法自动合成功能模型的逻辑规则

Amaninder Singh Gil, Chiradeep Sen
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引用次数: 1

摘要

本文提出了一种进化算法合成的函数模型适应度评价逻辑规则的发展。为12种不同的功能动词制定了一套65条规则。这些规则是动词在其原始词汇表中的定义的抽象,并作为连接到功能的流的数量、类型和拓扑的约束来陈述。这些规则为评价遗传算法开发的函数模型的适应度提供了客观、明确的依据。所述算法和规则在软件代码中实现,用于演示和验证使用GAs的基于规则的收敛函数模型综合方法的有效性。
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Logic Rules for Automated Synthesis of Function Models Using Evolutionary Algorithms
This paper presents the development of logic rules for evaluating the fitness of function models synthesized by an evolutionary algorithm. A set of 65 rules for twelve different function verbs are developed. The rules are abstractions of the definitions of the verbs in their original vocabularies and are stated as constraints on the quantity, type, and topology of flows connected to the functions. The rules serve as an objective and unambiguous basis of evaluating the fitness of function models developed by a genetic algorithm. The said algorithm and the rules are implemented in software code, which is used to both demonstrate and validate the efficacy of the rule-based approach of converging function model synthesis using GAs.
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