DocumentCode
811520
Title
Fundamental bounds and approximations for ATM multiplexers with applications to video teleconferencing
Author
Elwalid, Anwar ; Heyman, Daniel ; Lakshman, T.V. ; Mitra, Debasis ; Weiss, Alan
Author_Institution
AT&T Bell Labs., Murray Hill, NJ, USA
Volume
13
Issue
6
fYear
1995
fDate
8/1/1995 12:00:00 AM
Firstpage
1004
Lastpage
1016
Abstract
The main contributions of this paper are two-fold. First, we prove fundamental, similarly behaving lower and upper bounds, and give an approximation based on the bounds, which is effective for analyzing ATM multiplexers, even when the traffic has many, possibly heterogeneous, sources and their models are of high dimension. Second, we apply our analytic approximation to statistical models of video teleconference traffic, obtain the multiplexing system´s capacity as determined by the number of admissible sources for given cell-loss probability, buffer size and trunk bandwidth, and, finally, compare with results from simulations, which are driven by actual data from coders. The results are surprisingly close. Our bounds are based on large deviations theory. The main assumption is that the sources are Markovian and time-reversible. Our approximation to the steady-state buffer distribution is called Chenoff-dominant eigenvalue since one parameter is obtained from Chernoffs theorem and the other is the system´s dominant eigenvalue. Fast, effective techniques are given for their computation. In our application we process the output of variable bit rate coders to obtain DAR(1) source models which, while of high dimension, require only knowledge of the mean, variance, and correlation. We require cell-loss probability not to exceed 10-6 , trunk bandwidth ranges from 45 to 150 Mb/s, buffer sizes are such that maximum delays range from 1 to 60 ms, and the number of coder-sources ranges from 15 to 150. Even for the largest systems, the time for analysis is a fraction of a second, while each simulation takes many hours. Thus, the real-time administration of admission control based on our analytic techniques is feasible
Keywords
Markov processes; approximation theory; asynchronous transfer mode; eigenvalues and eigenfunctions; multiplexing; multiplexing equipment; telecommunication traffic; teleconferencing; video coding; 1 to 60 ms; 45 to 150 Mbit/s; ATM multiplexers; Chenoff-dominant eigenvalue; Chernoffs theorem; Markovian sources; admissible sources; approximations; buffer size; cell-loss probability; large deviations theory; lower bounds; mean; multiplexing system capacity; real-time admission control; simulations; statistical models; steady-state buffer distribution; time-reversible sources; trunk bandwidth; upper bounds; variable bit rate coders; video teleconference traffic; video teleconferencing; Analytical models; Asynchronous transfer mode; Bandwidth; Capacity planning; Eigenvalues and eigenfunctions; Multiplexing; Probability; Teleconferencing; Traffic control; Upper bound;
fLanguage
English
Journal_Title
Selected Areas in Communications, IEEE Journal on
Publisher
ieee
ISSN
0733-8716
Type
jour
DOI
10.1109/49.400656
Filename
400656
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