CHARACTERIZATION OF UNIVARIATE LONG-TERM URBAN INTERNET TRAFFIC VOLUME

Subhasish Debroy, Rajdeep Ray, M. H. Khondekar, Baisakhi Chakraborty, A. Bhattacharjee
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引用次数: 0

Abstract

The proposed work deals with a real time hourly internet traffic data set in bits collected from ISPs located in 11 cities of European Country for the period 7 th June 2005 to 31 st July 2005. Then a thorough statistical inference has been drawn regarding the central tendency, dispersion and distribution of the data. Time-frequency analysis using Smoothed Pseudo Wigner Ville Distribution (SPWVD) is implied to infer knowledge about the non-stationarity of the system. A nonparametric test for normality, Anderson Darling Test (AD-Test) has been performed to detect the binary signature of nonlinearity in the signal. Delay Vector Variance Analysis (DVV) are being exploited to infer deeper knowledge about the determinism and nonlinearity in the system. The results confirm a nonstationary, relatively stochastic and nonlinear profile of the signal under observation.
单变量长期城市互联网流量特征
拟议的工作涉及2005年6月7日至2005年7月31日期间从欧洲国家11个城市的互联网服务提供商收集的实时每小时互联网流量数据集。然后,对数据的中心趋势、分散性和分布进行了全面的统计推断。采用平滑伪Wigner-Ville分布(SPVD)进行时频分析,以推断系统的非平稳性知识。正态性的一种非参数检验,Anderson Darling检验(AD检验)被用来检测信号中非线性的二进制特征。延迟向量方差分析(DVV)被用来推断关于系统中的决定性和非线性的更深层次的知识。结果证实了观测信号的非平稳、相对随机和非线性分布。
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