基于遗传算法的软件构件动态检索方法

Swathy Vodithala, S. Pabboju
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引用次数: 3

摘要

软件重用是基于组件的软件工程(CBSE)的主要研究领域之一。它是一个集成了所有其他技术领域的领域,如数据挖掘、软计算、人工智能等。软件组件的分类、聚类、检索、索引和检索是软件重用研究的重点。文献中描述了许多技术,每种技术都有其优点和局限性。在本文中,我们提出了一种动态方法,其中使用遗传算法检索组件。该算法主要关注遗传算法的终止条件或停止准则,并根据用户查询动态变化。遗传算法(GA)停止进化,即当种群的平均适应度值等于用户查询的适应度值时达到收敛。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A dynamic approach for retrieval of software components using genetic algorithm
Software reuse is one of the major research area in component based software engineering (CBSE). It is an area which integrates all the other technical areas like data mining, soft computing, artificial intelligence etc. The major areas which are to be focused in software reuse are classification, clustering, searching, indexing and retrieval of software components. There are many techniques described in literature each with their advantages and limitations. In this paper, we propose a dynamic approach where the components are retrieved by using genetic algorithm. The proposed algorithm mainly focuses on the termination condition or stopping criteria of Genetic Algorithm, which changes dynamically based on the user query. Genetic Algorithm (GA) stops the evolution i.e., reaches convergence when the average fitness value of the population becomes equal to the fitness value of the user query.
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