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Probabilistic Worst-Case Timing Analysis: Taxonomy and Comprehensive Survey

机译:概率最坏情况时序分析:分类法和综合调查

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摘要

The unabated increase in the complexity of the hardware and software components of modern embedded real-time systems has given momentum to a host of research in the use of probabilistic and statistical techniques for timing analysis. In the last few years, that front of investigation has yielded a body of scientific literature vast enough to warrant some comprehensive taxonomy of motivations, strategies of application, and directions of research. This survey addresses this very need, singling out the principal techniques in the state of the art of timing analysis that employ probabilistic reasoning at some level, building a taxonomy of them, discussing their relative merit and limitations, and the relations among them. In addition to offering a comprehensive foundation to savvy probabilistic timing analysis, this article also identifies the key challenges to be addressed to consolidate the scientific soundness and industrial viability of this emerging field.
机译:现代嵌入式实时系统的硬件和软件组件的复杂性不断增加,这为将概率和统计技术用于时序分析的大量研究提供了动力。在过去的几年中,这一前沿的研究产生了足够多的科学文献,足以保证对动机,应用策略和研究方向进行全面的分类。这项调查解决了这一需求,提出了在时序分析领域中采用概率推理的主要技术,并在某种程度上建立了分类法,讨论了它们的相对优点和局限性以及它们之间的关系。除了为深入的概率时序分析提供全面的基础之外,本文还确定了要巩固该新兴领域的科学稳健性和工业可行性所要解决的关键挑战。

著录项

  • 来源
    《ACM Computing Surveys》 |2020年第1期|14.1-14.35|共35页
  • 作者

  • 作者单位

    IIIA CSIC Nexus 2 Bldg Jordi Girona 29 Barcelona 08034 Spain|Barcelona Supercomp Ctr Nexus 2 Bldg Jordi Girona 29 Barcelona 08034 Spain;

    Barcelona Supercomp Ctr Nexus 2 Bldg Jordi Girona 29 Barcelona 08034 Spain;

    Barcelona Supercomp Ctr Nexus 2 Bldg Jordi Girona 29 Barcelona 08034 Spain|Univ Politecn Valencia Camino Vera S-N E-46022 Valencia Spain;

    Univ Padua Via Trieste 63 I-35121 Padua Italy;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Worst-case execution time; probabilistic analysis;

    机译:最坏情况下的执行时间;概率分析;
  • 入库时间 2022-08-18 05:19:58

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