Impact analysis of graph-based requirements models using PageRank algorithm

Faisal Mokammel, E. Coatanéa, M. Bakhouya, François Christophe, Sarayut Nonsiri
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引用次数: 9

Abstract

Managing requirements changes of complex systems and the potential impact of such changes represents a big issue for companies. Currently, commercial modelers propose tools for analyzing the direct impact of requirements changes on system design or code but the analysis of requirement change on other requirements remains seldom studied. This paper proposes an approach for the impact analysis of changes in requirements combined with a ranking of importance of requirements in graph based requirements network. Warshall algorithm is used in this paper for performing the impact analysis. Along with this approach, PageRank algorithm is used for ranking requirements according to their importance. Requirements hierarchy and their textual description of importance are considered as input for calculating their impact as well as their importance within the network of requirements. This combination of Warshall and PageRank algorithms provide significant results for helping designers in decision-making process of modifying requirements for future design versions.
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利用PageRank算法对基于图的需求模型进行影响分析
管理复杂系统的需求变化以及这些变化的潜在影响是公司面临的一个大问题。目前,商业建模者提出了用于分析需求变更对系统设计或代码的直接影响的工具,但是对其他需求的需求变更的分析仍然很少被研究。本文提出了一种结合基于图的需求网络中需求重要性排序的需求变化影响分析方法。本文采用Warshall算法进行影响分析。与此方法一起,PageRank算法用于根据需求的重要性对其进行排名。需求层次结构及其重要性的文本描述被认为是计算它们的影响以及它们在需求网络中的重要性的输入。这种Warshall和PageRank算法的结合为帮助设计师在决策过程中修改未来设计版本的需求提供了重要的结果。
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