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An Analytical Solution for Probabilistic Guarantees of Reservation Based Soft Real-Time Systems

机译:基于预订的软实时系统概率保证的解析解决方案

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摘要

We show a methodology for the computation of the probability of deadline miss for a periodic real-time task scheduled by a resource reservation algorithm. We propose a modelling technique for the system that reduces the computation of such a probability to that of the steady state probability of an infinite state Discrete Time Markov Chain with a periodic structure. This structure is exploited to develop an efficient numeric solution where different accuracy/computation time trade-offs can be obtained by operating on the granularity of the model. More importantly we offer a closed form conservative bound for the probability of a deadline miss. Our experiments reveal that the bound remains reasonably close to the experimental probability in one real-time application of practical interest. When this bound is used for the optimisation of the overall Quality of Service for a set of tasks sharing the CPU, it produces a good sub-optimal solution in a small amount of time.
机译:我们展示了一种方法的计算方法,该方法用于计算由资源预留算法安排的定期实时任务的最后期限未命中率。我们提出了一种用于该系统的建模技术,该技术可将这种概率的计算减少为具有周期性结构的无限状态离散时间马尔可夫链的稳态概率。利用该结构来开发有效的数值解决方案,其中可以通过对模型的粒度进行操作来获得不同的精度/计算时间权衡。更重要的是,我们提供了一种封闭形式的保守约束,以防止错过期限。我们的实验表明,在具有实际兴趣的一种实时应用中,界限仍然合理接近实验概率。当将此边界用于共享CPU的一组任务的整体服务质量的优化时,它将在短时间内产生良好的次优解决方案。

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