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MMPP analysis of network traffic using a transition window
MMPP analysis of network traffic using a transition window
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机译:MMPP使用过渡窗口分析网络流量
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摘要
Data communication in network traffic is modeled in real time and is analyzed using a 2-state Markov modified Poissen process (MMPP). The traffic inter-arrival times for bursty and idle states define a transition window [λ1max, λ2min] represented by the boundary values λ1max for the inter-arrival time for bursty traffic, and λ2min for the inter-arrival time for idle traffic. Changes in the values of λ1max and λ2min are tracked over time, and the size of the transition window is enlarged or decreased based upon relative changes in these values. If the inter-rival times for the bursty state and the idle state become approximately equal, the model defaults to a single state model. The modeling is applicable to the synchronization of polling and blocking in a low-latency network system. This permits the adoptive selection of poll or block to maximize CPU utilization and interrupt latency.
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机译:网络流量中的数据通信是实时建模的,并使用2状态马尔可夫修正的Poissen过程(MMPP)进行分析。突发状态和空闲状态的流量到达时间定义了一个过渡窗口[λ 1 Sup> max Sub>,λ 2 Sup> min Sub >]由突发流量的到达时间的边界值λ 1 Sup> max Sub>和λ 2 Sup> min Sub>表示空闲交通的到达时间。随时间跟踪λ 1 Sup> max Sub>和λ 2 Sup> min Sub>的值随时间的变化,并且过渡窗口会根据这些值的相对变化而放大或缩小。如果突发状态和空闲状态的间隔时间近似相等,则该模型默认为单状态模型。该模型适用于低延迟网络系统中轮询和阻塞的同步。这允许采用轮询或块的选择,以最大化CPU利用率和中断等待时间。
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