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Workload-aware harmonic partitioned scheduling for probabilistic real-time systems

机译:概率实时系统的工作负载感知谐波分区

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Multiprocessor platforms, widely adopted to realize real-time systems nowadays, bring the probabilistic characteristic to such systems because of the performance variations of complex chips. In this paper, we present a harmonic partitioned scheduling scheme with workload awareness for periodic probabilistic realtime tasks on multiprocessors under the fixed-priority preemptive scheduling policy. The key idea of this research is to improve the overall schedulability by strategically arranging the workload among processors based on the exploration of the harmonic relationship among probabilistic real-time tasks. In particular, we define a harmonic index to quantify the harmonicity among probabilistic real-time tasks. This index can be obtained via the harmonic period transformation and probabilistic cumulative worst case utilization calculation of these tasks. The proposed scheduling scheme first sorts tasks with respect to the workload, then packs them to processors one by one aiming at minimizing the increase of harmonic index caused by the task assignment. Experiments with randomly generated task sets show significant performance improvement of our proposed approach over the existing harmonic partitioned scheduling algorithm for probabilistic real-time systems.
机译:广泛采用的多处理器平台现在实现实时系统,因此由于复杂芯片的性能变化,因此为这些系统带来了概率特征。在本文中,我们介绍了一个谐波分区调度方案,其在固定优先级抢占调度策略下的多处理器上的周期性概率实时任务的工作量意识。该研究的关键思想是通过策略性地在处理器之间进行策略性地安排工作量来提高整体调度性,基于概率实时任务之间的谐波关系探索。特别是,我们定义了谐波索引来量化概率实时任务之间的谐波。该指数可以通过这些任务的谐波周期变换和概率累积最坏情况计算获得。所提出的调度方案首先对工作负载进行排序任务,然后通过一个旨在最小化任务分配引起的谐波指数的增加,将它们包装到处理器。随机生成的任务集的实验表明,在现有的谐波分区调度算法中,对概率实时系统的现有谐波分区调度算法进行了显着的性能。

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