Title :
SAM: A Simplified Seasonal ARIMA Model for Mobile Video over Wireless Broadband Networks
Author :
Al Tamimi, Abdel Karim ; Jain, Raj ; So-In, Chakchai
Author_Institution :
Dept. of Comput. Sci. & Eng., Washington Univ. in St. Louis, St. Louis, MO
Abstract :
Wireless broadband technologies like WiMAX2 are spreading especially in areas where wired broadband is not expected to reach. Video streaming is continuously acquiring a larger share of Internetpsilas traffic resulting in a need to have a reliable video traffic model. In this paper, we analyze several video streams compressed for mobile streaming and develop their optimal Seasonal ARIMA models. Although these optimal models are very different, we find that a simple model, which we call Simplified Seasonal ARIMA Model (SAM), represents all of the streams very well. This model is ideally suitable for video generation in mobile video simulation studies. We also present the parameter values suitable for such studies.
Keywords :
autoregressive moving average processes; broadband networks; mobile radio; multimedia communication; telecommunication traffic; video coding; video streaming; Internet traffic mobile streaming; auto regressive integrated moving average; mobile video; seasonal ARIMA models; video streaming; wireless broadband networks; wireless broadband technologies; Broadband communication; Computer networks; Encoding; Internet; Mobile computing; Streaming media; Traffic control; Video compression; Video sharing; WiMAX; ARIMA; Video Traces; Video Traffic Model; WiMAX; mobile TV;
Conference_Titel :
Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on
Conference_Location :
Berkeley, CA
Print_ISBN :
978-0-7695-3454-1
Electronic_ISBN :
978-0-7695-3454-1
DOI :
10.1109/ISM.2008.112