Asymptotic buffer overflow probabilities in multiclass multiplexers: An optimal control approach

被引:50
作者
Bertsimas, D [1 ]
Paschalidis, IC
Tsitsiklis, JN
机构
[1] MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
[2] Boston Univ, Dept Mfg Engn, Boston, MA 02215 USA
[3] MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
ATM-based B-ISDN; communication networks; large deviations;
D O I
10.1109/9.661587
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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 ser,ice 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.
引用
收藏
页码:315 / 335
页数:21
相关论文
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