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P2 Automated requirements engineering challenges with examples from small unmanned aerial systems (keynote)

自动化需求工程挑战:以小微型无人机系统为例(主题演讲)
ASE Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering2018匹配度 1/10 · 论文主题是自动化需求工程与无人机领域数据集,与用户关注的静态分析、LLM/Agent 与程序分析交叉、浮点程序分析、贝叶斯程序分析等核心方向几乎无关;仅在“工业数据集/问题驱动”上有非常弱的方法论共性。引用 0 inbox
Jane Cleland-Huang
crossref: 2026-09-12

AI 速览

一句话:综述自动化需求工程的开放挑战,并以无人机项目为例提出 Dronology 社区数据集。

需求工程涵盖需求的获取、分析、验证、演化与管理,许多活动依赖人工、耗时且易错,理应受益于自动化。然而软件工程界主要关注测试、代码分析和软件仓库挖掘等自动化,软件分析进展对需求工程实践影响有限,原因包括缺乏公开数据集及行业相关开放挑战宣传不足。该主题演讲勾勒需求工程快速演变的图景,明确其开放挑战,并以一个正在进行的敏捷、安全关键无人机(UAV)项目为例说明问题,同时介绍 Dronology 这一新社区数据集,以赋能自动化软件工程社区攻克需求工程难题。

问题
需求工程中许多面向人的活动耗时、易错且自动化不足,公开数据集和行业相关开放分析挑战缺乏,阻碍自动化软件分析发挥作用。
方法
通过主题演讲梳理需求工程开放挑战,结合敏捷安全关键无人机项目案例,并发布 Dronology 社区数据集。
评估
以正在进行的 UAV 安全关键项目为例说明挑战,并提供 Dronology 数据集供社区开展需求分析研究与基准评估。
原文摘要(Abstract)

Requirements Engineering includes various activities aimed at discovering, analyzing, validating, evolving, and managing software and systems requirements. Many of these activities are human facing, effort intensive, and sometimes error prone. They could benefit greatly from cutting edge advances in automation. However, the software engineering community has primarily focused on automating other aspects of the development process such as testing, code analytics, and mining software respositories. As a result, advances in software analytics have had superficial impact upon advancing the state of art and practice in the field of requirements engineering. Two primary inhibitors are the lack of publicly available datasets and poorly publicized industry-relevant open requirements analytic challenges. To empower the Automated Software Engineering community to tackle open Requirements Engineering challenges, the talk will describe the rapidly evolving landscape of requirements engineering, clearly articulate open challenges, draw upon examples from an ongoing, agile, safety-critical project in the domain of Unmanned Aerial Vehicles, and introduce Dronology as a new community dataset.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot4761,
  title = {Automated requirements engineering challenges with examples from small unmanned aerial systems (keynote)},
  author = {Jane Cleland-Huang},
  booktitle = {ASE},
  year = {2018},
  doi = {10.1145/3238147.3241986}
}