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

机译:基于预约的概率保证的解析解   软实时系统

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摘要

We show a methodology for the computation of the probability of deadline missfor a periodic real-time task scheduled by a resource reservation algorithm. Wepropose a modelling technique for the system that reduces the computation ofsuch a probability to that of the steady state probability of an infinite stateDiscrete Time Markov Chain with a periodic structure. This structure isexploited to develop an efficient numeric solution where differentaccuracy/computation time trade-offs can be obtained by operating on thegranularity of the model. More importantly we offer a closed form conservativebound for the probability of a deadline miss. Our experiments reveal that thebound remains reasonably close to the experimental probability in one real-timeapplication of practical interest. When this bound is used for the optimisationof the overall Quality of Service for a set of tasks sharing the CPU, itproduces a good sub-optimal solution in a small amount of time.
机译:我们显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截止期限未命中的概率。我们为系统提出了一种建模技术,该技术可以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准确性/计算时间的权衡。更重要的是,我们提供了一个保守的封闭形式,以防止错过最后期限。我们的实验表明,在一种具有实际意义的实时应用中,界线仍然合理接近实验概率。当将此界限用于共享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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