Load balancing in dynamic networks

Robert Elsässer, B. Monien, Stefan Schamberger
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引用次数: 29

Abstract

Efficient load balancing algorithms are the key to many efficient parallel applications. Until now, research in this area mainly focused on static networks. However, observations show that diffusive algorithms, originally designed for these networks, can also be applied in nonstatic scenarios. In this paper we prove that the general diffusion scheme can be deployed on dynamic networks and show that its convergence rate depends on the average value of the quotient of the second smallest eigenvalue and the maximum vertex degree of the networks occurring during the iterations. In the presented experiments we illustrate that even if communication links of static networks fail with high probability, load can still be balanced quite efficiently. Simulating diffusion on ad-hoc networks we demonstrate that diffusive schemes provide a reliable and efficient load balancing strategy also in mobile environments.
动态网络中的负载均衡
高效的负载平衡算法是许多高效并行应用程序的关键。到目前为止,这方面的研究主要集中在静态网络上。然而,观察结果表明,最初为这些网络设计的扩散算法也可以应用于非静态场景。本文证明了一般扩散方案可以在动态网络上部署,并证明了其收敛速度取决于迭代过程中出现的第二小特征值商的平均值和网络的最大顶点度。实验表明,即使静态网络的通信链路有很大的概率失效,负载仍然可以很有效地均衡。通过模拟ad-hoc网络上的扩散,我们证明了扩散方案在移动环境中也提供了一种可靠和有效的负载平衡策略。
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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