Title :
Computational methods for performance evaluation of a statistical multiplexer supporting bursty traffic
Author :
Wu, Guo-Liang ; Mark, Jon W.
Author_Institution :
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
fDate :
6/1/1996 12:00:00 AM
Abstract :
A statistical multiplexer supporting a number of bursty sources is modeled as a discrete time, single server queueing system with an infinite buffer. The probability generating function (PGF) method is used to analyze the queueing behavior. The PGF method requires the determination of a large number of boundary values and, hence, the roots of the characteristic equation. An iterative algorithm to evaluate the characteristic roots is proposed. When the arrival process is a superposition of independent processes, a decomposition approach is used to reduce the state space involved in the computational algorithm. Additionally, the computational algorithm is made efficient through the establishment of conditions under which all the roots are either real or nonnegative real numbers. A set of equations to recursively compute the moments of the queue length are established. Sample applications of the computational methods to evaluate the performance of a multiplexer supporting voice and video sources, modeled by two-state Markov and L-state MMPP processes, respectively, demonstrate the viability of the proposed methods
Keywords :
Markov processes; computational complexity; discrete time systems; iterative methods; multiplexing; probability; queueing theory; recursive functions; state-space methods; stochastic processes; telecommunication traffic; visual communication; L-state MMPP processes; Markov modulated Poisson process; arrival process; boundary values; bursty sources; bursty traffic; characteristic equation; computational algorithm; computational methods; decomposition approach; discrete time single server queueing system; infinite buffer; iterative algorithm; performance evaluation; probability generating function method; queue length moments; recursive method; state space; statistical multiplexer; two-state Markov processes; video source; voice source; Aggregates; Computational complexity; Iterative algorithms; Multiplexing; Poisson equations; Probability; Quantum computing; Queueing analysis; Streaming media; Traffic control;
Journal_Title :
Networking, IEEE/ACM Transactions on