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Joint data placement and flow control for cost-efficient data center networks

机译:用于成本高效的数据中心网络的联合数据放置和流量控制

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We study the problem of cost-efficient operation of data center networks used to deliver heterogenous online services. We split their aggregate cost into server-load-related and link-load-related segments. Thus, we formulate the problem of interest as that of joint data placement and flow control and use mixed integer-linear programming to compute the optimal solution. The high complexity of the latter motivated us to design two additional sets of strategies, based on data coding and heuristics, respectively. In our simulation experiments, carried out based on actual data center information, network topology and link cost, and electricity prices, we examine the advantages of data coding, in particular in the context of multicast, and the impact of different factors such as the network topology and service popularity, on the total cost incured by all strategies we consider. We show that network coding with multicast provides cost savings on the order of 30-80%, depending on the specific context under consideration, relative to the other optimization strategies and heuristic methods that we examine.
机译:我们研究了用于提供异因在线服务的数据中心网络的成本高效运行问题。我们将总成本分成与服务器负载相关和链接加载相关的段。因此,我们制定利益问题,因为联合数据放置和流量控制以及混合整数线性编程来计算最佳解决方案。后者的高度复杂性激励我们根据数据编码和启发式设计两组额外的策略。在我们的仿真实验中,根据实际数据中心信息,网络拓扑和链路成本和电价进行,我们研究了数据编码的优势,特别是在多播的背景下,以及网络等不同因素的影响拓扑和服务人气,我们考虑所有策略的总成本。我们表明,根据我们所考虑的其他优化策略和启发式方法,我们将使用组播的网络编码提供30-80%的成本节省,这取决于所考虑的特定上下文。

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