基于模型的系统工程需求提取:系统文献综述

IF 3.7 2区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Jefferson L. Santos , Luiz Eduardo G. Martins , Jefferson Seide Molléri
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引用次数: 0

摘要

协作和简单的数据交换在涉及硬件、电子、软件和用户的现代系统中至关重要。需求工程(RE)和系统工程(SE)是需要工具支持来自动化活动的具有挑战性的领域。自然语言(NL)需求文档可能会产生处理问题。为了解决这些问题,已经开发了详细的模型来有效地表示系统。这些模型旨在通过使用基于模型的方法(如基于模型的SE (model-based SE, MBSE))替换不一致的文档。在MBSE方法中,Arcadia/Capella已经证明了它作为SE社区中定义和验证复杂系统架构的综合工具的能力。因此,本文旨在研究从MBSE环境中提取需求或从NL需求中生成模型的工具、方法、技术或过程。此外,本文还讨论了如何在Arcadia/Capella中具体应用这些方法,以及如何处理转换需求以支持文本需求。我们进行了系统的文献综述(SLR),通过选择97篇文章来检查这些方法在各个方面在该领域的进展。本研究的结果揭示了几个对未来研究具有重要意义的关键发现,例如来自NL的模型生成的优势;将基于模型的需求转换为自然语言需要更多的数据;而阿卡迪亚/卡佩拉要求提取的事实需要更多的证据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Requirements extraction from model-based systems engineering: A systematic literature review
Collaboration and easy data exchange are crucial in modern systems that involve hardware, electronics, software, and users. Requirement Engineering (RE) and Systems Engineering (SE) are challenging fields that require tool support to automate activities. Natural language (NL) requirement documents can create processing issues. To address these issues, detailed models have been developed to represent a system effectively. These models are intend to replace inconsistent documents over time by using model-based methodologies like Model-Based SE (MBSE). Within the MBSE methodologies, Arcadia/Capella has proven its capabilities as a comprehensive tool in the SE community to define and validate complex system architecture. Thus, this paper aims to investigate the tools, methods, techniques, or processes for extracting requirements from the MBSE environment or model generation from NL requirements. Furthermore, this discusses how these approaches are applied specifically in the Arcadia/Capella and how transforming requirements are addressed to support textual requirements. We conducted a systematic literature review (SLR) by selecting 97 articles to examine advances in this field in various aspects of these approaches. The results presented in this SLR uncovered several key findings that have important implications for future research, such as the dominance of the model generation from NL; transforming model-based requirements to NL requires more data; and the fact that requirements extraction in Arcadia/Capella needs more evidence.
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来源期刊
Journal of Systems and Software
Journal of Systems and Software 工程技术-计算机:理论方法
CiteScore
8.60
自引率
5.70%
发文量
193
审稿时长
16 weeks
期刊介绍: The Journal of Systems and Software publishes papers covering all aspects of software engineering and related hardware-software-systems issues. All articles should include a validation of the idea presented, e.g. through case studies, experiments, or systematic comparisons with other approaches already in practice. Topics of interest include, but are not limited to: •Methods and tools for, and empirical studies on, software requirements, design, architecture, verification and validation, maintenance and evolution •Agile, model-driven, service-oriented, open source and global software development •Approaches for mobile, multiprocessing, real-time, distributed, cloud-based, dependable and virtualized systems •Human factors and management concerns of software development •Data management and big data issues of software systems •Metrics and evaluation, data mining of software development resources •Business and economic aspects of software development processes The journal welcomes state-of-the-art surveys and reports of practical experience for all of these topics.
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