DocumentCode
340985
Title
Cumulative sum technique in ATM traffic management
Author
Vesilo, R.A.
Author_Institution
Sch. of MPCE, Macquarie Univ., North Ryde, NSW, Australia
Volume
5
fYear
1998
fDate
1998
Firstpage
2970
Abstract
Effective ATM traffic management requires knowledge of when traffic conditions change. This paper examines the use of the cumulative sum technique, widely used by the manufacturing industries, as a change point detection technique in ATM networks. The paper describes the one- and two-side versions of the test, the use of average run lengths as performance measures and the determination of the test parameters. The paper then examines scenarios where the test may be applied in ATM. Two example applications are chosen. One is to detect a change in the Hurst parameter in long range dependency traffic and the other is a change in the mean of a Markov modulated Poisson process. These applications illustrate the wide application areas of the test and address issues such as uncertainty in traffic parameter estimation and serial correlation
Keywords
Markov processes; Poisson distribution; asynchronous transfer mode; correlation methods; parameter estimation; statistical analysis; telecommunication congestion control; telecommunication network management; telecommunication traffic; ATM networks; ATM traffic management; Hurst parameter; Markov modulated Poisson process; average run lengths; change point detection technique; cumulative sum technique; long range dependency traffic; manufacturing industries; mean change detection; one-sided test; performance measures; serial correlation; test parameters; traffic conditions; traffic parameter estimation; two-sided test; uncertainty; Delay; Equations; Queueing analysis; Random variables; Sequential analysis; Testing; Traffic control;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Telecommunications Conference, 1998. GLOBECOM 1998. The Bridge to Global Integration. IEEE
Conference_Location
Sydney,NSW
Print_ISBN
0-7803-4984-9
Type
conf
DOI
10.1109/GLOCOM.1998.776618
Filename
776618
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