Queueing analysis of network traffic: methodology and visualization tools

نویسندگان

  • D. A. Rolls
  • George Michailidis
  • Félix Hernández-Campos
چکیده

In this paper we provide a framework for analyzing network traffic traces through trace-driven queueing. We also introduce several queueing metrics together with the associated visualization tools (some novel) that provide insight into the traffic features and facilitate comparisons between traces. Some techniques for non-stationary data are discussed. Applying our framework to both real and synthetic traces we i) illustrate how to compare traces using trace-driven queueing, and ii) show that traces that look ‘similar’ under various statistical measures (such as the Hurst index) can exhibit rather different behavior under queueing simulation.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Traffic Based Decomposition of Two-class Queueing Networks with Priority Service I

This paper presents a Markov arrival process (MAP) based methodology for the analysis of two-class queueing networks with priority service nodes. We apply the multi-class extension of MAP, referred to as Marked MAP (MMAP), for the description of the input and internal traffic in the queueing network. The MMAP traffic description allows to capture not only the dependency structure of the traffic...

متن کامل

A Systematic Method to Analyze Transport Networks: Considering Traffic Shifts

Current network modeling practices usually assess the network performance at specified time interval, i.e. every 5 or 10 years time horizon. Furthermore, they are usually based on partially predictable data, which are being generated through various stochastic procedures. In this research, a new quantitative based methodology which combines combinatorial optimization modeling and transportation...

متن کامل

An Automated Algorithm In Data Visualization For Large Network Data: A Review And An Initial Study

Visualization tools have emerged as a critical component, especially in medical, education, engineering, military and environmental management. In recent times, with the advent of Internet and the explosive growth of networking infrastructure on a global scale demand for an intuitive and wholesome approach to visual the network traffic. Complexity of network architecture and insufficient vendor...

متن کامل

Stationary Analysis of an M/M/1 Driven Fluid Queue Subject to Catastrophes and Subsequent Repair

Fluid models are appropriate in the field of telecommunication for modelling the network traffic where individual units of arrival have less impact on the performance of the network. Such models characterize the traffic as a continuous stream with a parameterized flow rate. For practical design and performance evaluation, it is essential to obtain information about the buffer occupancy distribu...

متن کامل

Real-Time and Forensic Network Data Analysis Using an Animated Coordinated Visualization

Rapidly detecting and classifying malicious activity contained within network traffic is a challenging problem exacerbated by large datasets and functionally limited manual analysis tools. Even on a small network, manual analysis of network traffic is inefficient and extremely time consuming. Current machine processing techniques, while fast, suffer from an unacceptable percentage of false posi...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Computer Networks

دوره 48  شماره 

صفحات  -

تاریخ انتشار 2005