Modeling Resource Scheduling in Optical Switching DCNs Under Bursty and Skewed Traffic

IF 5.3 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Shuai Zhang;Baojun Chen;Weiqiang Sun;Weisheng Hu
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引用次数: 0

Abstract

When optical switching is deployed in Data Center Networks (DCNs), the reconfiguration of the optical switching matrix leads to substantially longer overheads, posing a significant impact on the system performance. Despite the extensive studies on the scheduling algorithms based on demand matrix decomposition (DMD), the stateful and irregular nature of the scheduling processes hinders the development of quantitative models, thereby limiting our understanding of resource scheduling in optical switching DCNs based on DMD. In this article, we model the DMD based resource scheduling process under a bursty and skewed traffic pattern and derive closed-form equations for the burst completion time. Our study shows that an increased reconfiguration delay will lead to an approximate linear increase in the burst completion time. Our study also demonstrates that the size of the slot and the maximum allowed duration of one match are approximately inversely proportional to the burst completion time, with diminishing marginal returns.
突发和倾斜流量下光交换DCNs资源调度建模
当光交换部署在数据中心网络(DCNs)中时,光交换矩阵的重新配置将导致开销大幅增加,对系统性能产生重大影响。尽管基于需求矩阵分解(DMD)的调度算法得到了广泛的研究,但调度过程的状态性和不规则性阻碍了定量模型的发展,从而限制了我们对基于DMD的光交换dns资源调度的理解。在本文中,我们建立了基于DMD的资源调度过程在突发和倾斜交通模式下的模型,并推导了突发完成时间的封闭形式方程。我们的研究表明,重构延迟的增加将导致爆破完井时间的近似线性增加。我们的研究还表明,狭缝的大小和一次匹配的最大允许持续时间与突发完成时间近似成反比,边际收益递减。
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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来源期刊
IEEE Transactions on Cloud Computing
IEEE Transactions on Cloud Computing Computer Science-Software
CiteScore
9.40
自引率
6.20%
发文量
167
期刊介绍: The IEEE Transactions on Cloud Computing (TCC) is dedicated to the multidisciplinary field of cloud computing. It is committed to the publication of articles that present innovative research ideas, application results, and case studies in cloud computing, focusing on key technical issues related to theory, algorithms, systems, applications, and performance.
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