用于建立仿真模型的网络设备广义统计特性获取方法

I. Bolodurina, Y. Ushakov, M. Ushakova
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The approach does not include the testing of the output queues operation because the goal was to investigate and trans-fer into the model processes, which occur before the frames are placed in the outgoing interface queues. An open-source Omnet++ software was used as a modeling environment. Results. We studied the structure of its existing switch model and identified disadvantages that affect the accuracy and reliability of the results. In addition, we proposed an approach for imple-menting model delay lines based on the interpolation of time parameter tables obtained from real data for the required combination of traffic parameters and inbound interfaces. To test the developed approaches, a test bench on real equipment was assembled, and an experimental research plan was developed. Finally, an automated testing script was implemented according to a given plan. Testing was carried out in the conventional frame switching mode as well as in the switching mode based on OpenFlow tables. 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引用次数: 0

摘要

研究了网络设备开发模型如何根据时间特征准确再现真实设备的运行情况。的目标。本研究旨在开发一种方法,使您能够快速获得在统计上与现有开放建模系统上的实际测量设备的所选参数的行为一致的模型。方法。为了获得真实设备的性能参数和时间特性,提出了一种包括实验规划在内的计算大范围输入交通强度下的特性的方法。通过容器服务和接收流量转储的连接方案,设置数据包之间时间分布所需参数的Fic测试集。该方法不包括对输出队列操作的测试,因为其目标是调查并将其传递到模型流程中,这是在将帧放入出站接口队列之前发生的。使用开源的omnet++软件作为建模环境。结果。我们研究了现有开关模型的结构,并找出了影响结果准确性和可靠性的缺点。此外,针对所需的流量参数和入站接口组合,提出了一种基于实际数据时间参数表插值的模型延迟线实现方法。为了对所提出的方法进行验证,在实际设备上搭建了试验台,并制定了实验研究计划。最后,根据给定的计划实现自动化测试脚本。分别在常规帧交换模式和基于OpenFlow表的交换模式下进行了测试。此外,为了考虑中间设备对实验结果的影响,还得到了中间设备的时间特性。在此基础上,计算了模型中处理延迟线的参数表,并在omnet++中对模型进行了实验。由于在统计分析中得到的样本显示出与3种正态分布和指数分布不同的分布类型,因此使用统计Mann - Whitney u检验来比较平均值。结论。在0.05的显著性水平上获得的结果证实了该方法对于更准确地描述网络设备中流量处理的时间特征的模型的效率。
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Method of Obtaining Generalized Statistical Characteristics of Network Equipment for Creation of Simulation Models
The research is devoted to the problem of the development models of network equipment that precisely reproduce the operation of real equipment by the time characteristics. Aim. This research is aimed at developing a methodology that allows you to quickly obtain models that statistically coincide in the behavior of the selected parameters with real measured equipment on existing open modeling systems. Methods. To obtain the performance parameters and time characteristics of the real equipment, an approach was proposed, which includes experiment planning to compute the characteristics for a wide range of input traffic intensities. fic test sets with the required parameters of time distribution between the packets as well as the scheme of connection through the container services and receiving traffic dumps. The approach does not include the testing of the output queues operation because the goal was to investigate and trans-fer into the model processes, which occur before the frames are placed in the outgoing interface queues. An open-source Omnet++ software was used as a modeling environment. Results. We studied the structure of its existing switch model and identified disadvantages that affect the accuracy and reliability of the results. In addition, we proposed an approach for imple-menting model delay lines based on the interpolation of time parameter tables obtained from real data for the required combination of traffic parameters and inbound interfaces. To test the developed approaches, a test bench on real equipment was assembled, and an experimental research plan was developed. Finally, an automated testing script was implemented according to a given plan. Testing was carried out in the conventional frame switching mode as well as in the switching mode based on OpenFlow tables. In addition, the time characteristics of the intermediate equipment were also obtained in order to take into account their influence on the experimental results. Based on them, a table of parameters was computed for the processing delay line in the model, and the experiment was conducted on the model in Omnet++. Since the obtained samples in the statistical analysis showed the types of distributions that are different from the 3 normal and exponential, the statistical Mann– Whitney U-test was used to compare the mean values. Conclusion. The results obtained at a significance level of 0.05 confirmed the efficiency of this approach for models that more accurately describe the temporal characteristics of the traffic processing in network equipment.
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