Title :
Network traffic characterization in a transaction based modeling environment
Author :
Smith, W. Earl ; Zaghloul, Atef O.
Author_Institution :
IBM Corp., Research Triangle Park, NC, USA
Abstract :
Workload characterization is difficult yet vital in the construction of realistic and useful performance models. Previously, a Poisson process has been used to represent the arrival of traffic to nodes in a network model. Traffic could be constructed as groups of related messages called transactions. Letting these transactions represent basic units of work, a hierarchy is described that allows for the construction of workloads representing traffic at the network user level. These user workloads are then decomposed into independent Markov modulated Poisson processes for use as input to analytic solution techniques based on the GI/G/m two-moment decomposition method
Keywords :
Markov processes; computer networks; modulation; performance evaluation; queueing theory; stochastic processes; telecommunication networks; telecommunication traffic; transaction processing; GI/G/m two-moment decomposition method; Poisson process; analytic solution techniques; computer communications networks; independent Markov modulated Poisson processes; messages; network model; network traffic characterization; network user level; performance models; queueing theory; traffic arrival; transaction based modeling environment; transactions; workload characterization; Binary search trees; Communication networks; Delay; Hardware; Intelligent networks; Performance analysis; Protocols; Software tools; Telecommunication traffic; Traffic control;
Conference_Titel :
Computers and Communications, 1997. Proceedings., Second IEEE Symposium on
Conference_Location :
Alexandria
Print_ISBN :
0-8186-7852-6
DOI :
10.1109/ISCC.1997.615966