Title :
Perturbation analytic methodologies for design and optimization of communication networks
Author :
Cassandras, Christos G. ; Strickland, Stephen G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Massachusetts Univ., Amherst, MA, USA
fDate :
1/1/1988 12:00:00 AM
Abstract :
Perturbation analysis (PA) is a technique for estimating performance sensitivities of queuing networks from direct observation of a single stochastic realization. It is used here to address such problems for communication networks. For a G/G/1 link model, it is shown that efficient PA algorithms can be used to estimate online the marginal delay of messages due to incoming flow perturbations. This information is used in a minimum-delay distribution algorithm to optimize routing. PA algorithms are extended to estimate throughput and mean delay sensitivities with respect to link capacities, including blocking phenomena due to finite queues. A window-flow-control model is considered, and experimental results of PA estimates for throughput sensitivities are provided. these estimates are seen to be accurate under heavy-load conditions, but, in general, enhanced PA techniques are required to incorporate more-complicated dynamic flow control and routing policies
Keywords :
delays; optimisation; queueing theory; telecommunication networks; telecommunication traffic; G/G/1 link model; blocking phenomena; communication networks; dynamic flow control; finite queues; incoming flow perturbations; link capacities; marginal delay; mean delay sensitivities; messages; minimum-delay distribution algorithm; optimization; performance sensitivities; perturbation analysis; queuing networks; routing policies; single stochastic realization; throughput sensitivities; window-flow-control model; Communication networks; Delay estimation; Design methodology; Design optimization; Failure analysis; Performance analysis; Queueing analysis; Routing; Stochastic processes; Throughput;
Journal_Title :
Selected Areas in Communications, IEEE Journal on