Title :
Asymptotic buffer overflow probabilities in multiclass multiplexers: an optimal control approach
Author :
Bertsimas, Dimitris ; Paschalidis, Ioannis Ch ; Tsitsiklis, John N.
Author_Institution :
Sloan Sch. of Manage., MIT, Cambridge, MA, USA
fDate :
3/1/1998 12:00:00 AM
Abstract :
We consider a multiclass multiplexer with support for multiple service classes and dedicated buffers for each service class. Under specific scheduling policies for sharing bandwidth among these classes, we seek the asymptotic (as the buffer size goes to infinity) tail of the buffer overflow probability for each dedicated buffer. We assume dependent arrival and service processes as is usually the case in models of bursty traffic. In the standard large deviations methodology, we provide a lower and a matching (up to first degree in the exponent) upper bound on the buffer overflow probabilities. We introduce a novel optimal control approach to address these problems. In particular, we relate the lower bound derivation to a deterministic optimal control problem, which we explicitly solve. Optimal state trajectories of the control problem correspond to typical congestion scenarios. We explicitly and in detail characterize the most likely modes of overflow. We specialize our results to the generalized processor sharing policy (GPS) and the generalized longest queue first policy (GLQF). The performance of strict priority policies is obtained as a corollary. We compare the GPS and GLQF policies and conclude that GLQF achieves smaller overflow probabilities than GPS for all arrival and service processes for which our analysis holds. Our results have important implications for traffic management of high-speed networks and can be used as a basis for an admission control mechanism which guarantees a different loss probability for each class
Keywords :
multiplexing; optimal control; packet switching; probability; queueing theory; telecommunication congestion control; GLQF; GPS; admission control mechanism; asymptotic buffer overflow probabilities; buffer overflow probability asymptotic tail; bursty traffic; dedicated buffers; dependent arrival processes; dependent service processes; generalized longest queue first policy; generalized processor sharing policy; high-speed networks; lower bound; multiclass multiplexers; multiple service classes; optimal control approach; optimal state trajectories; strict priority policies; traffic management; upper bound; Bandwidth; Buffer overflow; Communication system traffic control; Global Positioning System; H infinity control; Multiplexing; Optimal control; Tail; Traffic control; Upper bound;
Journal_Title :
Automatic Control, IEEE Transactions on