基于搜索的需求交互管理优化

Yuanyuan Zhang, M. Harman
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引用次数: 39

摘要

SBSE社区最近对基于搜索的需求选择优化很感兴趣,展示了多目标技术如何有效地平衡需求选择中固有的竞争性成本和价值目标。这个问题被称为发布计划(又名“下一个发布问题”)。然而,以前的工作很少考虑解决方案空间中的需求交互管理(RIM)问题。由于RIM,需求之间存在许多微妙的关系,这使得问题比无约束的特征子集选择问题更加复杂。本文介绍并评价了基于NSGA-II的基于档案的多目标进化算法,该算法能够在不受RIM约束的情况下保持解的质量和多样性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Search Based Optimization of Requirements Interaction Management
There has been much recent interest in Search Based Optimization for Requirements Selection from the SBSE community, demonstrating how multi-objective techniques can effectively balance the competing cost and value objectives inherent in requirements selection. This problem is known as release planning (aka the ‘next release problem). However, little previous work has considered the problem of Requirement Interaction Management (RIM) in the solution space. Because of RIM, there are many subtle relationships between requirements, which make the problem more complex than an unconstrained feature subset selection problem. This paper introduces and evaluates archive-based multi-objective evolutionary algorithm, based on NSGA-II, which is capable of maintaining solution quality and diversity, while respecting the constraints imposed by RIM.
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