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A Sandpile cellular automata-based scheduler and load balancer

机译:基于Sandpile蜂窝自动机的调度程序和负载均衡器

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We present in this paper a novel load balancing and rescheduling approach based on the concept of the Sandpile cellular automaton: a decentralized multi-agent system working in a critical state at the edge of chaos. Our goal is providing fairness between concurrent job submissions in highly parallel and distributed environments such as currently built cloud computing systems by minimizing slowdown of individual applications and dynamically rescheduling them to the best suited resources. The algorithm design is experimentally validated by a number of numerical experiments showing the effectiveness and scalability of the scheme in the presence of a large number of jobs and resources and its ability to react to dynamic changes in real time. (C) 2016 Elsevier B.V. All rights reserved.
机译:我们在本文中提出了一种基于Sandpile细胞自动机概念的新颖的负载平衡和重新计划方法:在混乱边缘处于临界状态的分散式多主体系统。我们的目标是通过最大程度地减少单个应用程序的运行速度并动态地将其重新安排为最适合的资源,在高度并行的分布式环境(例如当前构建的云计算系统)中提供并行作业提交之间的公平性。通过大量数值实验对算法设计进行了实验验证,这些数值实验显示了该方案在存在大量工作和资源的情况下的有效性和可伸缩性,以及其对实时动态变化做出反应的能力。 (C)2016 Elsevier B.V.保留所有权利。

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