TRAFFIC MODEL BASED ON TIME SERIES TO FORECAST TRAFFIC FUTURE VALUES WITHIN A WI-FI DATA NETWORK

被引:0
|
作者
Hernandez Suarez, Cesar Augusto [1 ]
Salcedo Parra, Octavio [2 ]
Pedraza Martinez, Luis Fernando [3 ]
机构
[1] Distrital Univ Distrital, Intelligent Internet, Bogota, DC, Colombia
[2] Distrital Univ, Intelligent Internet, Bogota, DC, Colombia
[3] Mil Univ, Intelligent Internet, Bogota, DC, Colombia
关键词
ARIMA; Correlation; Traffic Model; Time Series; Communication Network;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
This work aimed to show that time series are an excellent tool for data traffic modelling within Wi-Fi networks. Box-Jenkins methodology, which is herein described, was used to achieve this objective. Wi-Fi traffic modelling through correlated models, like time series, allow to adjust a great part of the data behavior dynamics in a single equation and, based on it, to estimate traffic future values. All this is advantageous when it comes to covering planning and resource reservation as well as performing a more efficient and timely control at different levels of the Wi-Fi data network functional hierarchy. An 18-order ARIMA traffic model was obtained as a research outcome, which predicted the traffic with relatively small mean square error values for a 10-day term.
引用
收藏
页码:4402 / +
页数:2
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