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基于伽马分布和小波变换的天地一体化网络流量模型

Network Traffic Model Based on Gamma Distribution and Wavelet Transform

中文摘要英文摘要

天地一体化网络拓扑动态变化性强,多种网络类型和业务类型并存使得流量模型的研究变得复杂。本文首先搭建异构、多维、多状态的天地一体化信息网络仿真场景,获得网络业务流量数据,然后介绍了基于伽马分布和小波变换的网络流量模型,对获得的流量数据进行离散小波变化,通过伽马分布调制小波系数和尺度系数。最后,从自相似性和准确性两方面对模型进行了评估,仿真结果表明,基于伽马分布和小波变换网络流量模型的自相似误差为2.6%,累计概率分布误差为4.5%,本模型比传统的流量模型更适合复杂的天地一体化异构网络。

he research of the space-ground integrated information network traffic model becomes more complex because of the dynamic change of network topology and the coexistence of multiple network types and service types.In this paper, a heterogeneous, multi-dimensional and multi-state simulation scene of the space-ground integrated information network is built to obtain the network traffic data. Then, the network traffic model based on gamma distribution and wavelet transform is introduced. The obtained traffic data is transformed by discrete wavelet, and the wavelet coefficients and scale coefficients are modulated by gamma distribution.Finally, the model is evaluated from the aspects of self similarity and accuracy. The simulation results show that the self similarity error of the network traffic model based on gamma distribution and wavelet transform is 2.6%, and the cumulative probability distribution error is 4.5%. Compared with the traditional traffic model, this model is more suitable for the complex heterogeneous network with the integration of space and ground.

孔祥灃、林文亮、谷磊、王珂、王慧君、樊亮亮

通信航空航天技术计算技术、计算机技术

信息与通信工程天地一体化网络流量模型伽马分布小波变换

Information and Communication EngineeringThe Space-Ground Integrated NetworkTraffic ModelGamma DistributionWavelet Transform

孔祥灃,林文亮,谷磊,王珂,王慧君,樊亮亮.基于伽马分布和小波变换的天地一体化网络流量模型[EB/OL].(2021-03-30)[2025-08-11].http://www.paper.edu.cn/releasepaper/content/202103-356.点此复制

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