paperbot · PL 论文追踪

全部论文 待读 收藏

P2 Multifaceted Automated Analyses for Variability-Intensive Embedded Systems

面向变体密集型嵌入式系统的多面向自动化分析
ICSE 2019 IEEE/ACM 41st International Conference on Software Engineering (ICSE)2019匹配度 2/10 · 论文关注嵌入式系统的可变性建模、设计空间映射与变体验证,属于模型驱动/程序验证方向;但与用户核心的 LLM/Agentic 程序分析、浮点程序分析及贝叶斯程序分析无直接交集,也未涉及静态分析在 ML/Agent 系统中的应用。引用 28 inbox
Sami Lazreg, Maxime Cordy, Philippe Collet, Patrick Heymans, Sebastien Mosser
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:提出模型驱动框架,用可变数据流与可配置硬件建模,经设计空间映射和变体感知验证自动选出最优系统变体。

嵌入式系统(如汽车领域)须满足严格的功能与非功能需求,工程师面临软硬件层面的大量设计备选方案,并需在可能相互冲突的质量属性(如制造成本与执行速度)之间选出最优解。本文提出一个模型驱动框架辅助该决策:它以可变数据流和可配置硬件平台的形式捕获系统高层规约;映射算法据此导出设计空间,即应用与平台变体的兼容配对集合,并生成变体感知的可执行模型,编码所有可行系统变体的功能与非功能行为;新的验证算法则高效定位最优系统变体。作者通过汽车工业的真实案例研究评估了该方法的收益。

问题
嵌入式系统设计需在软硬件大量设计备选方案中,针对可能相互冲突的质量属性选择最优系统变体,设计空间庞大且分析困难。
方法
提出模型驱动框架,以可变数据流和可配置硬件平台建模高层规约,用映射算法生成兼容变体对的设计空间与变体感知可执行模型,并用验证算法高效定位最优变体。
评估
通过汽车工业的真实案例研究评估所提方法的收益。
原文摘要(Abstract)

Embedded systems, like those found in the automotive domain, must comply with stringent functional and non-functional requirements. To fulfil these requirements, engineers are confronted with a plethora of design alternatives both at the software and hardware level, out of which they must select the optimal solution wrt. possibly-antagonistic quality attributes (e.g. cost of manufacturing vs. speed of execution). We propose a model-driven framework to assist engineers in this choice. It captures high-level specifications of the system in the form of variable dataflows and configurable hardware platforms. A mapping algorithm then derives the design space, i.e. the set of compatible pairs of application and platform variants, and a variability-aware executable model, which encodes the functional and non-functional behaviour of all viable system variants. Novel verification algorithms then pinpoint the optimal system variants efficiently. The benefits of our approach are evaluated through a real-world case study from the automotive industry.

链接与引用

DOI 原文 · PDF(开放获取) · DBLP

BibTeX
@inproceedings{LazregCCH019,
  title = {Multifaceted Automated Analyses for Variability-Intensive Embedded Systems},
  author = {Sami Lazreg and Maxime Cordy and Philippe Collet and Patrick Heymans and Sebastien Mosser},
  booktitle = {ICSE},
  year = {2019},
  doi = {10.1109/icse.2019.00092}
}