Title :
The influence of burstiness and correlation of traffic on an ATM multiplexer
Author :
Jianxin, Liao ; Lemin, Li ; Hairong, Sun
Author_Institution :
Nat. Key Lab., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
Abstract :
This paper presents a traffic model for an ATM multiplexer providing video, voice, image, and data services. The traffic model classifies the input traffic into two types: real-time and non-real-time. The input process for real-time traffic is a Markov modulated Bernoulli process (MMBP), while that for non-real-time traffic is a Bernoulli process with batches. The z-transform of the cell interarrival time AMMBP(z) is obtained. The average traffic load ρMMBP and the squared coefficient of variation of the time between success cell C2MMBP are then obtained from the respective derivatives of AMMBP(z). The autocorrelation coefficient of the cell interarrival time with lag 1 ψ, can be also obtained. This paper presents an iterative algorithm that can be used to calculate the MMBP probability distribution of the cell interarrival time. So far few results about discrete-time finite buffer queues with correlated inputs are known. This paper analyzes the performance of an ATM multiplexer considering the correlation and burst in cell arrivals. For the MMBP-stream, the waiting time distribution and the cell loss probability for MMBP+M[X]/D/1/K finite buffer system are all exactly calculated with the use of a recursive algorithm. Calculations show the influence of burstiness and correlation on both the loss probability and waiting time. The accuracy of the analytical results has been largely validated by means of a simulation approach
Keywords :
Markov processes; Poisson distribution; Z transforms; asynchronous transfer mode; buffer storage; correlation methods; iterative methods; modulation; multiplexing equipment; queueing theory; telecommunication traffic; ATM multiplexer; Bernoulli process; Markov modulated Bernoulli process; autocorrelation coefficient; average traffic load; burstiness; cell interarrival time; cell loss probability; correlated inputs; correlation; discrete-time finite buffer queues; iterative algorithm; nonreal-time traffic; poisson distribution; probability distribution; real-time traffic; recursive algorithm; simulation; traffic model; waiting time distribution; z-transform; Asynchronous transfer mode; Autocorrelation; Bit rate; Image analysis; Multiplexing; Performance analysis; Real time systems; Speech analysis; Streaming media; Traffic control;
Conference_Titel :
Communication Technology Proceedings, 1996. ICCT'96., 1996 International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-2916-3
DOI :
10.1109/ICCT.1996.545118