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Exploring the Interplay between Computation and Communication in Distributed Real-Time Scheduling

机译:探索分布式实时调度中计算与通信之间的相互作用

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In Distributed Real-Time Systems (DRTSs), computation and communication are the main operations contained in activities. The timeliness of activities depends on that of computations and communications. Furthermore, the timeliness of computations relies on that of communications, and vice versa. Hence, the interplay between computation and communication is inherently a key factor in determining the timeliness of activities. This paper proposes a class of general utility functions under the utility accrual model {rm UAM}^{rm + } to capture and characterize this interplay. Accordingly, a technique called Dynamic Deadline Adjustment (DDA) is proposed to fully explore such interplay and help resource managers proceed toward utility accrual. An online algorithm called IDRSA, which integrates the DDA technique, is developed to perform resource scheduling for DRTSs. IDRSA adopts a two-level scheduling framework to decompose resource scheduling into subprocesses and distribute them to processing nodes so as to reduce the cost of resource scheduling through parallel processing. In addition, IDRSA incorporates a new data structure called testing interval tree to effectively reduce the costs of schedulability tests for tasks and messages. Simulation results reveal the effectiveness of IDRSA, especially when the load of computation is heavy and/or the interplay between computation and communication is tight.
机译:在分布式实时系统(DRTS)中,计算和通信是活动中包含的主要操作。活动的及时性取决于计算和通信的及时性。此外,计算的及时性取决于通信的及时性,反之亦然。因此,计算和通信之间的相互作用本质上是确定活动及时性的关键因素。本文在效用应计模型{rm UAM} ^ {rm +}下提出了一类通用效用函数,以捕获并表征这种相互作用。因此,提出了一种称为动态截止期限调整(DDA)的技术,以充分探索这种相互作用,并帮助资源管理器进行效用累积。开发了一种称为IDRSA的在线算法,该算法集成了DDA技术,以执行DRTS的资源调度。 IDRSA采用两级调度框架将资源调度分解为子进程,并将其分配到处理节点,以通过并行处理降低资源调度的成本。此外,IDRSA合并了一种称为测试间隔树的新数据结构,以有效降低任务和消息的可计划性测试的成本。仿真结果显示了IDRSA的有效性,特别是在计算量很大和/或计算与通信之间的相互作用紧密的情况下。

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