Title :
The management of large flows of connectionless traffic on the basis of self-similar modeling
Author_Institution :
VTT Information Technol/Telecommun., USA
Abstract :
Fluctuations of aggregated connectionless traffic are modelled with the fractional Brownian motion. The applicability and interpretation of the self-similar model are studied both by comparison with Ethernet traffic data from Bellcore and conceptually, defining an ideal notion of free traffic. An insight into the three model parameters is obtained by finding their counterparts in a burst model with heavy-tailed burst length distribution. A bandwidth allocation formula based on the corresponding queueing system is discussed. Guidelines for short-term traffic prediction are found using an exact formula for the conditional expectation of a future value given the past. Directions for further study are indicated at the end of each section
Keywords :
Brownian motion; Gaussian distribution; Gaussian processes; computer network management; data communication; local area networks; prediction theory; queueing theory; telecommunication traffic; Bellcore; Ethernet traffic data; bandwidth allocation formula; burst model; conditional expectation; connectionless traffic; exact formula; fractional Brownian motion; free traffic; future value; heavy-tailed burst length distribution; model parameters; queueing system; self-similar modeling; short-term traffic prediction; traffic management; Brownian motion; Channel allocation; Ethernet networks; Fluctuations; Guidelines; Information technology; Local area networks; Technology management; Telecommunication traffic; Traffic control;
Conference_Titel :
Communications, 1995. ICC '95 Seattle, 'Gateway to Globalization', 1995 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-2486-2
DOI :
10.1109/ICC.1995.525210