SITSA-RT: An Information Theory Inspired Real-Time Multiprocessor Scheduler

C. Rincón C., A. Cheng
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引用次数: 3

Abstract

In this paper, we describe how Shannon's information theory is used to develop the Simplified Information-Theoretic Scheduling algorithm for Real-time Systems (SITSA-RT), and we explain the mechanism used by this algorithm to reduce the number of job migrations in real-time systems implemented in a multiprocessor platform. We present a performance comparison of the proposed algorithm with different multiprocessor scheduling algorithms for synthetic and real-case task sets. The results of the performance comparison for the synthetic task sets case show that outperforms all the studied EDF-based (up to 41.65%) and P-Fair based algorithms (up to 93.22%) in terms of the reduction of the number of job migrations while offering a similar performance in terms of the number of preemptions, the number of tasks migrations, and deadline miss ratio. These results show that as the utilization per task set and the number of processors increase, SITSA-RT is able to improve its performance in terms of the number of migrations. The results from the real-case task set based on NASA's X-38 avionics architecture show that for the scheduler execution time, MLLF improves the performance of SITSA-RT by 5.96% and SITSA-RT improves the performance of LLF by 19%, and from the memory requirements we found that MLLF usage is 13.48% lower than SITSA-RT, and SITSA-RT usage is 52.97% lower than LLF.
SITSA-RT:一个受信息论启发的实时多处理器调度程序
在本文中,我们描述了如何使用香农的信息理论来开发实时系统简化信息理论调度算法(SITSA-RT),并解释了该算法用于减少在多处理器平台上实现的实时系统中作业迁移数量的机制。我们将该算法与不同的多处理器调度算法在综合任务集和实际任务集上的性能进行了比较。综合任务集的性能比较结果表明,在减少作业迁移数量方面,基于edf的算法(高达41.65%)和基于P-Fair的算法(高达93.22%)优于所有研究过的基于edf的算法(高达41.65%),同时在抢占数量、任务迁移数量和截止日期错过率方面提供类似的性能。这些结果表明,随着每个任务集的利用率和处理器数量的增加,SITSA-RT能够在迁移次数方面提高其性能。基于NASA X-38航电架构的实际任务集结果表明,在调度器执行时间上,MLLF使SITSA-RT的性能提高5.96%,SITSA-RT使LLF的性能提高19%;从内存需求上看,MLLF比SITSA-RT的利用率低13.48%,比SITSA-RT的利用率低52.97%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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