arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1908.11791cs.SE
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构建基于AI的复杂系统的需求工程挑战

Requirements Engineering Challenges in Building AI-Based Complex Systems

Hrvoje Belani, Marin Vuković, Željka Car

摘要:

本文识别和解决的挑战时,应用于开发基于人工智能的复杂系统的需求工程学科。由于其复杂的行为,迫切需要为此类系统量身定制的开发过程。然而,仍然没有广泛使用的和专门定制的过程来有效且高效地处理适合于指定使用机器学习的软件解决方案的要求。通过分析软件工程和人工智能领域的相关工作,认识到基于Agent的软件工程和面向目标的需求工程研究以及大型产品开发公司的例子的潜在贡献。对这些挑战进行了讨论,并提出了如何以及何时应对这些挑战的建议。还概述了RE4AI分类,以告知开发过程的裁剪。

英文摘要:

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development process for such systems. However, there is still no widely used and specifically tailored process in place to effectively and efficiently deal with requirements suitable for specifying a software solution that uses machine learning. By analysing the related work from software engineering and artificial intelligence fields, potential contributions have been recognized from agent-based software engineering and goal-oriented requirements engineering research, as well as examples from large product development companies. The challenges have been discussed, with proposals given how and when to tackle them. RE4AI taxonomy has also been outlined, to inform the tailoring of development process.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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