Impact of utilizing forecasted network traffic for data transfers

Ng Kar Hoong, Poo Kuan Hoong, Ian K.T. Tan, Nithiapidary Muthuvelu, Lee Ching Seng

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

13 Citations (Scopus)

Abstract

Sharing of information leads to the need to transfer data between geographically distant locations. Identifying the most appropriate time period to execute the data transfer is essential to achieve the best data transfer throughput; e.g. one can forecast network traffic, identify future low network traffic activities between two entities, and plan the data transfer accordingly. This forecasting can be done using Autoregressive Moving Average (ARMA) time series model. In this paper, we conduct an empirical study in a controlled laboratory environment to realise the impact of performing data transfer during the forecasted low network traffic activities. The network information is captured using a network analyzer and post-processed to create stationary data. This data is then passed to ARMA and the forecasting results produced by ARMA is post-processed to derive the forecasted network traffic activities. Comparison is made between the throughputs of the data transfers initiated when the forecasted network traffic is low and when the forecasted network traffic is high.

Original languageEnglish
Title of host publication13th International Conference on Advanced Communication Technology
Subtitle of host publicationSmart Service Innovation through Mobile Interactivity, ICACT 2011, Proceeding
Pages1199-1204
Number of pages6
Publication statusPublished - 2011
Externally publishedYes
EventInternational Conference on Advanced Communication Technology (ICACT) 2011 - Gangwon-Do, Korea, Republic of (South)
Duration: 13 Feb 201116 Feb 2011
Conference number: 13th
https://ieeexplore.ieee.org/xpl/conhome/5740523/proceeding (Proceedings)

Publication series

NameInternational Conference on Advanced Communication Technology, ICACT
ISSN (Print)1738-9445

Conference

ConferenceInternational Conference on Advanced Communication Technology (ICACT) 2011
Abbreviated titleICACT 2011
CountryKorea, Republic of (South)
CityGangwon-Do
Period13/02/1116/02/11
Internet address

Keywords

  • ARMA
  • data transfer
  • network forecasting
  • performance
  • time series

Cite this