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Performance analysis with confidence intervals for embedded software processes

机译:带有置信区间的嵌入式软件过程性能分析

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The choice of algorithms has a large impact on the performance of embedded real-time systems. Therefore, performance estimation of embedded software is vital in an early design phase. Consequently, high-level estimation techniques have been devised, but the accuracy of the estimations vary a lot depending on the algorithm and its context. We address this problem by proposing an estimation technique that both estimates the performance and computes the expected accuracy. The accuracy is used to provide a confidence interval to the estimated performance. The estimation framework presented in this paper has been crafted to fit with the MASCOT environment, but the underlying techniques can also be applied to other high-level design exploration frameworks.
机译:算法的选择对嵌入式实时系统的性能有很大的影响。因此,嵌入式软件的性能评估在早期设计阶段至关重要。因此,已经设计了高级估计技术,但是估计的准确性取决于算法及其上下文而有很大不同。我们通过提出一种估算技术来解决此问题,该技术既可以估算性能,又可以计算预期的准确性。精度用于为估计的性能提供置信区间。本文介绍的估算框架经过精心设计以适合MASCOT环境,但基础技术也可以应用于其他高级设计探索框架。

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