DocumentCode
1806629
Title
Analytic models and characteristics of video traffic in high speed networks
Author
Bragg, A.W. ; Chou, Wushow
Author_Institution
Dept. of Electr. & Comput. Eng., North Carolina State Univ., Raleigh, NC, USA
fYear
1994
fDate
31 Jan-2 Feb 1994
Firstpage
68
Lastpage
73
Abstract
Empirical studies suggest that video traffic streams in high speed BISDN/ATM telecommunication networks can be modeled as ARMA processes, but some results appear to be inconsistent due to differences in scene content and in the granularity of the time series. We propose a generic model for single source ARMA/ARIMA video streams that explains the effects of aggregation and sampling frequency at different timescales. We extend this to multiplexed independent video streams and describe how specific empirical results fit within the framework. We show that realizations of some models are non-stationary, and that restrictive assumptions of stationarity can be relaxed in the general case. Empirical results are consistent if the timescale is considered. The superposition of multiple independent video streams has certain predictable and consistent ARMA/ARIMA characteristics
Keywords
B-ISDN; asynchronous transfer mode; multiplexing; stochastic processes; telecommunication traffic; time series; ARMA processes; aggregation; analytic models; consistent ARMA/ARIMA characteristics; forecast models; generic model; high speed BISDN/ATM telecommunication networks; high speed networks; multiple independent video streams; multiplexed independent video streams; restrictive assumptions; sampling frequency; scene content; single source ARMA/ARIMA video streams; stationarity; time series; video traffic; video traffic streams; Asynchronous transfer mode; Autoregressive processes; High-speed networks; Intelligent networks; Streaming media; Telecommunication traffic; Traffic control; Video compression; Video sharing; Videoconference;
fLanguage
English
Publisher
ieee
Conference_Titel
Modeling, Analysis, and Simulation of Computer and Telecommunication Systems, 1994., MASCOTS '94., Proceedings of the Second International Workshop on
Conference_Location
Durham, NC
Print_ISBN
0-8186-5292-6
Type
conf
DOI
10.1109/MASCOT.1994.284445
Filename
284445
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