Single-hop probing asymptotics in available bandwidth estimation: sample-path analysis

In this paper, we take the sample-path approach in analyzing the asymptotic behavior of single-hop bandwidth estimation under bursty cross-traffic and show that these results are provably different from those observed under fluid models of prior work. This difference, which we call the probing bias, is one of the previously unknown factors that can cause measurement inaccuracies in available bandwidth estimation. We present an analytical formulation of "packet probing," based on which we derive several major properties of the probing bias. We then experimentally observe the <i>probing bias</i> and investigate its quantitative relationship to several deciding factors such as probing packet size, probing train length, and cross-traffic burstiness. Both our analytical and experimental results show that the probing bias vanishes as the packet-train length or packet size increases. The vanishing rate is decided by the burstiness of cross-traffic.

[1]  Ronald W. Wolff,et al.  Poisson Arrivals See Time Averages , 1982, Oper. Res..

[2]  Richard G. Baraniuk,et al.  pathChirp: Efficient available bandwidth estimation for network paths , 2003 .

[3]  Darryl Veitch,et al.  On the scope of end-to-end probing methods , 2002, IEEE Communications Letters.

[4]  Srinivasan Keshav A control-theoretic approach to flow control , 1991, SIGCOMM 1991.

[5]  Peter Steenkiste,et al.  Evaluation and characterization of available bandwidth probing techniques , 2003, IEEE J. Sel. Areas Commun..

[6]  Manish Jain,et al.  End-to-end available bandwidth: measurement methodology, dynamics, and relation with TCP throughput , 2002, SIGCOMM 2002.

[7]  Mary Baker,et al.  Measuring bandwidth , 1999, IEEE INFOCOM '99. Conference on Computer Communications. Proceedings. Eighteenth Annual Joint Conference of the IEEE Computer and Communications Societies. The Future is Now (Cat. No.99CH36320).

[8]  Richard G. Baraniuk,et al.  Multifractal Cross-Traffic Estimation , 2000 .

[9]  Mary Baker,et al.  Measuring link bandwidths using a deterministic model of packet delay , 2000, SIGCOMM.

[10]  Mats Björkman,et al.  Regression-Based Available Bandwidth Measurements , 2002 .

[11]  Mats Björkman,et al.  First-come-first-served packet dispersion and implications for TCP , 2002, Global Telecommunications Conference, 2002. GLOBECOM '02. IEEE.

[12]  Mats Björkman,et al.  A new end-to-end probing and analysis method for estimating bandwidth bottlenecks , 2000, Globecom '00 - IEEE. Global Telecommunications Conference. Conference Record (Cat. No.00CH37137).

[13]  Parameswaran Ramanathan,et al.  What do packet dispersion techniques measure? , 2001, Proceedings IEEE INFOCOM 2001. Conference on Computer Communications. Twentieth Annual Joint Conference of the IEEE Computer and Communications Society (Cat. No.01CH37213).

[14]  M. Frans Kaashoek,et al.  A measurement study of available bandwidth estimation tools , 2003, IMC '03.

[15]  A. Pasztor,et al.  The packet size dependence of packet pair like methods , 2002, IEEE 2002 Tenth IEEE International Workshop on Quality of Service (Cat. No.02EX564).

[16]  Mark Crovella,et al.  Measuring Bottleneck Link Speed in Packet-Switched Networks , 1996, Perform. Evaluation.

[17]  S. Stidham,et al.  Sample-Path Analysis of Queueing Systems , 1998 .

[18]  V. Jacobson,et al.  Congestion avoidance and control , 1988, CCRV.

[19]  Manish Jain,et al.  End-to-end available bandwidth: measurement methodology, dynamics, and relation with TCP throughput , 2003, IEEE/ACM Trans. Netw..

[20]  Jennifer C. Hou,et al.  On exploiting long range dependence of network traffic in measuring cross traffic on an end-to-end basis , 2003, IEEE INFOCOM 2003. Twenty-second Annual Joint Conference of the IEEE Computer and Communications Societies (IEEE Cat. No.03CH37428).

[21]  Ronald W. Wolff,et al.  Stochastic Modeling and the Theory of Queues , 1989 .

[22]  Allen B. Downey Using pathchar to estimate Internet link characteristics , 1999, SIGCOMM '99.

[23]  Vern Paxson,et al.  End-to-end Internet packet dynamics , 1997, SIGCOMM '97.