基于模拟退火的优先级约束任务图容错异构调度

Hassan A. Youness, A. Omar, M. Moness
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引用次数: 2

摘要

在大多数情况下,调度是一个NP完全问题,在多项式时间内没有最优解。在异构架构上调度任务图增加了问题的难度。与任何其他平台一样,这些异构体系结构容易出现故障,因此必须使用容错技术来确保任务的完成,因此使用任务复制来实现容错。但是,由于重复,调度复杂性增加,调度长度受到很大影响。此外,任务复制还会带来很大的通信延迟开销。本文提出采用模拟退火优化方法根据平台可靠性寻找最优解,该算法可以在高可靠性平台上最小化下界makespan,而在易发生故障的平台上真正优化上界makespan。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fault tolerant heterogeneous scheduling for precedence constrained task graphs using simulated annealing
Scheduling is known to be an NP complete problem in most cases that has no optimal solution in polynomial time. Scheduling task graphs on heterogeneous architecture increases the difficulty of the problem. These heterogeneous architectures like any other platforms are prone to faults thus fault tolerance techniques must be used to ensure accomplishment of the job therefore task replication is used to achieve fault tolerance. However scheduling complexity is increased and the schedule length is affected dramatically due to duplication. Also task replication introduces great communication delays overhead. Here we propose the use of simulated annealing optimization method to find optimal solution according to platform reliability, where the algorithm can be used to minimize lower bound makespan on high reliability platforms and genuinely optimize upper bound makespan for platforms that are prone to failures.
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