Title :
Sensitivity analysis of loss volume in stochastic fluid systems with flow control
Author :
Adams, R. ; Wardi, Y. ; Riley, G.
Author_Institution :
Georgia Inst. of Technol., Atlanta
Abstract :
This paper concerns infinitesimal perturbation analysis (IPA) for fluid queues with finite buffers, where input fluid in excess of buffer capacity is turned away and considered lost. In particular, it considers the loss-volume (and hence average loss rate) performance measure with respect to the buffer sizes. Most previous results pertained to open- loop systems, but recently there has been a mounting interest in feedback control, and especially in workload-based flow control systems. This paper considers an alternative flow- control mechanism whereby the inflow rate is restricted by an amount that is proportional to the loss rate. It first discusses a single-server queue, and then it analyzes a two-queue tandem network, while pointing out possible extensions to more general- topology networks and other performance functions. The main results are comprised of recursive algorithms for computing the IPA derivatives in nonparametric and model-free forms.
Keywords :
feedback; queueing theory; sensitivity analysis; telecommunication control; telecommunication network topology; buffer capacity; feedback control; flow control; fluid queues; general-topology networks; infinitesimal perturbation analysis; loss volume; open-loop systems; sensitivity analysis; single-server queue; stochastic fluid systems; two-queue tandem network; Control systems; Fluid flow control; Loss measurement; Open loop systems; Particle measurements; Performance loss; Queueing analysis; Sensitivity analysis; Size measurement; Stochastic systems;
Conference_Titel :
Decision and Control, 2007 46th IEEE Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
978-1-4244-1497-0
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2007.4434139