需求工程自动支持的进展:系统文献综述

IF 2.1 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Requirements Engineering Pub Date : 2024-02-03 DOI:10.1007/s00766-023-00411-0
Muhammad Aminu Umar, Kevin Lano
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引用次数: 0

摘要

多年来,需求工程(Requirements Engineering,RE)经历了从传统方法到强调提高自动化程度的敏捷方法的多次转变。在许多软件开发项目中,需求都是用自然语言表达的,并包含在大量的文本文件中。同时,RE 活动旨在定义软件系统的功能和约束。然而,手动执行这些任务既耗时又容易出错。为应对这一挑战,许多研究工作都提出了 RE 活动自动化的工具和技术,这些工具和技术都记录在已出版的著作中。本综述旨在研究自动化 RE 的经验证据,并分析其对 RE 子领域和软件开发的影响。为了实现目标,我们按照既定的 SLR 指南进行了系统文献综述(SLR)。我们的目标是识别、汇总和分析 1996 年至 2022 年间发表的有关自动化可再生能源的论文。我们概述了支持工具的输出、所涵盖的可再生能源阶段、自动化水平、开发方法和评估方法。我们确定了 85 篇从不同角度和方法论讨论自动化可再生能源的论文。审查结果表明了自动化可再生能源对软件开发界的重要意义,它有可能缩短开发周期并降低相关成本。支持工具主要协助生成 UML 模型(44.7%)和其他活动,如省略步骤、一致性检查和需求验证。RE 的分析阶段是自动化程度最高的阶段,49.53% 的自动化工具是为此目的开发的。自然语言处理技术,特别是 POS 标记和解析器,被广泛用于开发这些支持工具。在评估自动化 RE 工具时,使用最多的是受控实验方法(48.2%),而用户研究是使用最少的评估方法(8.2%)。本文提供了最新的研究文献概览,有助于研究人员和从业人员更好地了解自动化可再生能源的趋势和最新实践,从而为现有知识体系做出贡献。它还为自动化需求工程的未来研究方向铺平了道路。
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Advances in automated support for requirements engineering: a systematic literature review

Requirements Engineering (RE) has undergone several transitions over the years, from traditional methods to agile approaches emphasising increased automation. In many software development projects, requirements are expressed in natural language and embedded within large volumes of text documents. At the same time, RE activities aim to define software systems' functionalities and constraints. However, manually executing these tasks is time-consuming and prone to errors. Numerous research efforts have proposed tools and technologies for automating RE activities to address this challenge, which are documented in published works. This review aims to examine empirical evidence on automated RE and analyse its impact on the RE sub-domain and software development. To achieve our goal, we conducted a Systematic Literature Review (SLR) following established guidelines for conducting SLRs. We aimed to identify, aggregate, and analyse papers on automated RE published between 1996 and 2022. We outlined the output of the support tool, the RE phase covered, levels of automation, development approach, and evaluation approaches. We identified 85 papers that discussed automated RE from various perspectives and methodologies. The results of this review demonstrate the significance of automated RE for the software development community, which has the potential to shorten development cycles and reduce associated costs. The support tools primarily assist in generating UML models (44.7%) and other activities such as omission of steps, consistency checking, and requirement validation. The analysis phase of RE is the most widely automated phase, with 49.53% of automated tools developed for this purpose. Natural language processing technologies, particularly POS tagging and Parser, are widely employed in developing these support tools. Controlled experimental methods are the most frequently used (48.2%) for evaluating automated RE tools, while user studies are the least employed evaluation method (8.2%). This paper contributes to the existing body of knowledge by providing an updated overview of the research literature, enabling a better understanding of trends and state-of-the-art practices in automated RE for researchers and practitioners. It also paves the way for future research directions in automated requirements engineering.

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来源期刊
Requirements Engineering
Requirements Engineering 工程技术-计算机:软件工程
CiteScore
7.10
自引率
10.70%
发文量
27
审稿时长
>12 weeks
期刊介绍: The journal provides a focus for the dissemination of new results about the elicitation, representation and validation of requirements of software intensive information systems or applications. Theoretical and applied submissions are welcome, but all papers must explicitly address: -the practical consequences of the ideas for the design of complex systems -how the ideas should be evaluated by the reflective practitioner The journal is motivated by a multi-disciplinary view that considers requirements not only in terms of software components specification but also in terms of activities for their elicitation, representation and agreement, carried out within an organisational and social context. To this end, contributions are sought from fields such as software engineering, information systems, occupational sociology, cognitive and organisational psychology, human-computer interaction, computer-supported cooperative work, linguistics and philosophy for work addressing specifically requirements engineering issues.
期刊最新文献
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