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FlowCover: Low-cost Flow Monitoring Scheme in Software Defined Networks

机译:FlowCover:软件定义网络中的低成本流量监控方案

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摘要

Network monitoring and measurement are crucial in network management tofacilitate quality of service routing and performance evaluation. SoftwareDefined Networking (SDN) makes network management easier by separating thecontrol plane and data plane. Network monitoring in SDN is lightweight asoperators only need to install a monitoring module into the controller. Activemonitoring techniques usually introduce too many overheads into the network.The state-of-the-art approaches utilize sampling method, aggregation flowstatistics and passive measurement techniques to reduce overheads. However,little work in literature has focus on reducing the communication cost ofnetwork monitoring. Moreover, most of the existing approaches select thepolling switch nodes by sub-optimal local heuristics. Inspired by thevisibility and central control of SDN, we propose FlowCover, a low-costhigh-accuracy monitoring scheme to support various network management tasks. Weleverage the global view of the network topology and active flows to minimizethe communication cost by formulating the problem as a weighted set cover,which is proved to be NP-hard. Heuristics are presented to obtain the pollingscheme efficiently and handle flow changes practically. We build a simulator toevaluate the performance of FlowCover. Extensive experiment results show thatFlowCover reduces roughly 50% communication cost without loss of accuracy inmost cases.
机译:网络监视和测量对于网络管理以促进服务路由质量和性能评估至关重要。 SoftwareDefined Networking(SDN)通过将控制平面和数据平面分开来简化网络管理。 SDN中的网络监视是轻量级的,因为操作员只需在控制器中安装监视模块即可。主动监控技术通常会在网络中引入过多的开销。最新技术利用采样方法,聚合流统计和被动测量技术来减少开销。然而,文献中的少量工作集中在降低网络监控的通信成本上。此外,大多数现有方法都是通过次优的局部启发式方法选择轮询交换节点的。受到SDN的可见性和中央控制的启发,我们提出了FlowCover,这是一种低成本,高精度的监视方案,可支持各种网络管理任务。充分利用网络拓扑和活动流的全局视图,通过将问题表示为加权集覆盖范围(这被证明是NP难的)来最大程度地降低通信成本。提出启发式方法以有效地获得轮询方案并实际处理流量变化。我们构建了一个模拟器来评估FlowCover的性能。大量的实验结果表明,在大多数情况下,FlowCover可以减少大约50%的通信成本,而不会降低准确性。

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