DocumentCode
1343481
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
Volume
43
Issue
3
fYear
1998
fDate
3/1/1998 12:00:00 AM
Firstpage
315
Lastpage
335
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;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/9.661587
Filename
661587
Link To Document