On Computing Bounds on Average Backlogs and Delays with Network Calculus

The stochastic network calculus is an analytical tool which was mainly developed to compute tail bounds on backlogs and delays. From these, bounds on average backlogs and delays are derived in the literature by integration. This paper improves such bounds on average backlogs by using Jensen's inequality; improved bounds on average delays follow immediately from Little's Law. The gain factor can be substantial especially at high utilizations, e.g., of order ${\Omega}\left(\frac{1}{1-\rho}\right)$ when $\rho\rightarrow 1$. This gain is further numerically illustrated for Markov-modulated On-Off arrival processes. Moreover, the paper shows how to improve standard stochastic network calculus performance bounds by suitably using FIFO service curves.

[1]  Cheng-Shang Chang,et al.  Performance guarantees in communication networks , 2000, Eur. Trans. Telecommun..

[2]  Rene L. Cruz,et al.  A calculus for network delay, Part I: Network elements in isolation , 1991, IEEE Trans. Inf. Theory.

[3]  Yong Liu,et al.  Stochastic Network Calculus , 2008 .

[4]  Yuming Jiang,et al.  Network calculus and queueing theory: two sides of one coin: invited paper , 2009, VALUETOOLS.

[5]  Wilton R. Abbott,et al.  Network Calculus , 1970 .

[6]  Markus Fidler,et al.  An End-to-End Probabilistic Network Calculus with Moment Generating Functions , 2005, 200614th IEEE International Workshop on Quality of Service.

[7]  Florin Ciucu,et al.  Non-asymptotic Delay Bounds for Networks with Heavy-Tailed Traffic , 2010, 2010 Proceedings IEEE INFOCOM.

[8]  Jean-Yves Le Boudec,et al.  Network Calculus , 2001, Lecture Notes in Computer Science.

[9]  Mischa Schwartz,et al.  Broadband integrated networks , 1996 .

[10]  R. Weber,et al.  Buffer overflow asymptotics for a buffer handling many traffic sources , 1996, Journal of Applied Probability.

[11]  J AndrGulyand A Stochastic Extension of Network Calculus for Workload Loss Examinations , 2006 .

[12]  Chengzhi Li,et al.  A Network Calculus With Effective Bandwidth , 2007, IEEE/ACM Transactions on Networking.

[13]  Florin Ciucu,et al.  Scaling properties in the stochastic network calculus , 2007 .

[14]  Rene L. Cruz,et al.  Quality of Service Guarantees in Virtual Circuit Switched Networks , 1995, IEEE J. Sel. Areas Commun..

[15]  Rene L. Cruz,et al.  SCED+: efficient management of quality of service guarantees , 1998, Proceedings. IEEE INFOCOM '98, the Conference on Computer Communications. Seventeenth Annual Joint Conference of the IEEE Computer and Communications Societies. Gateway to the 21st Century (Cat. No.98.

[16]  Florin Ciucu,et al.  Network Calculus Delay Bounds in Queueing Networks with Exact Solutions , 2007, ITC.

[17]  Chaiwat Oottamakorn,et al.  Statistical service assurances for traffic scheduling algorithms , 2000, IEEE Journal on Selected Areas in Communications.

[18]  Wu-chun Feng,et al.  A systematic approach for providing end-to-end probabilistic QoS guarantees , 2004, Proceedings. 13th International Conference on Computer Communications and Networks (IEEE Cat. No.04EX969).