Fast Simulation of Packet Loss Rates in a Shared Buffer Communications Switch

Abstract

This paper describes an efficient technique for estimating, via simulation, the probability of buffer overflows in a queueing model that arises in the analysis of ATM (Asynchronous Transfer Mode) communication switches. There are multiple streams of (autocorrelated) traffic feeding the switch that has a buffer of finite capacity. Each stream is designated as either being of high or low priority. When the queue length reaches a certain threshold, only high priority packets are admitted to the switch's buffer. The problem is to estimate the loss rate of high priority packets. An asymptotically optimal importance sampling approach is developed for this rare event simulation problem. In this approach, the importance sampling is done in two distinct phases. In the first phase, an importance sampling change of measure is used to bring the queue length up to the threshold at which low priority packets get rejected. In the second phase, a different importance sampling change of measure is used to move the queue length from the threshold to the buffer capacity.

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Document Details

Document Type
Technical Report
Publication Date
Nov 01, 1993
Accession Number
ADA274632

Entities

People

  • Cheng-shang Chang
  • Perwez Shahabuddin
  • Philip Heidelberger

Tags

Communities of Interest

  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Accuracy
  • Algorithms
  • Communication Systems
  • Contractors
  • Equations
  • Information Theory
  • Markov Chains
  • Markov Processes
  • Network Protocols
  • Packet Loss
  • Probability
  • Probability Distributions
  • Random Variables
  • Random Walk
  • Simulations
  • Steady State
  • Stochastic Processes

Fields of Study

  • Computer science

Readers

  • Mathematical Modeling and Probability Theory.
  • Radio communications and signal processing.
  • Statistical inference.