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Optimizing availability and QoS of heterogeneous distributed system based on residual lifetime in uncertain environment

机译:不确定环境下基于剩余寿命的异构分布式系统可用性和QoS优化

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摘要

A notable requirement of heterogeneous parallel and distributed computing systems is to maximize their processing performance and agreed upon QoS. Lots of work in this field has been done to optimize the system performance by improving certain metrics such as reliability, robustness, security, and so on. However, most of them assume that systems are running without interruption all the time and seldom consider the system’s intrinsic characteristics, such as failure rate, repair rate, and lifetime. In this paper, we study how to achieve high availability based on residual lifetime analysis for heterogeneous distributed computational systems with considering their essential features. First, we provide an availability model taking into account system’s expected residual lifetime. Second, we propose an objective function about the model and develop a heuristic scheduling algorithm to maximize the availability with the makespan constraint. At last, we demonstrate these advantages through the extensive simulated experiments.
机译:异构并行和分布式计算系统的显着要求是最大化其处理性能并达成QoS。通过改进某些指标(例如可靠性,健壮性,安全性等),在该领域已完成了大量工作来优化系统性能。但是,大多数人都认为系统始终在不中断的情况下运行,并且很少考虑系统的固有特性,例如故障率,维修率和寿命。在本文中,我们考虑到异构分布式计算系统的基本特征,研究了如何基于剩余寿命分析实现高可用性。首先,我们提供了一个可用性模型,其中考虑了系统的预期剩余寿命。其次,我们提出了一个关于模型的目标函数,并开发了一种启发式调度算法,以最大化具有制造期约束的可用性。最后,我们通过广泛的模拟实验证明了这些优势。

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