Quality-of-service provisioning via stochastic path selection under Weibullian link delays

We study the problem of finding the most likely path satisfying a requested additive Quality-of-Service (QoS) value, such as delay. The link metrics are defined as random variables following Weibull probability distributions as empirically reported in [13] and analytically derived in [12]. The problem of finding the most likely path is NP-Hard [24]. Our approach involves reducing the complicated probability convolutions necessary to calculate the most probable path that satisfies a requested delay value. With the reduction of the objective function, an extended Bellman-Ford algorithm is devised to solve the problem. The resulting approach have the same complexity as the standard Bellman-Ford algorithm. Our reduced objective function only needs the location parameter of the Weibull distributions, hence avoiding the complexity of inferring the shape and scale parameters. We evaluate the performance of our approach by simulations and conclude with possible extensions of our work.

[1]  Ossama Younis,et al.  Constraint-based routing in the internet: Basic principles and recent research , 2003, IEEE Communications Surveys & Tutorials.

[2]  Klara Nahrstedt,et al.  Analysis of Topology Aggregation techniques for QoS routing , 2007, CSUR.

[3]  King-Shan Lui,et al.  QRP02-4: Probabilistic Path Selection under Inaccuracy via Augmented Shortest Path Algorithms , 2006, IEEE Globecom 2006.

[4]  BERNARD M. WAXMAN,et al.  Routing of multipoint connections , 1988, IEEE J. Sel. Areas Commun..

[5]  H. Frank,et al.  Shortest Paths in Probabilistic Graphs , 1969, Oper. Res..

[6]  Marília Curado,et al.  Quality of Service Routing , 2002, QofIS Final Report.

[7]  Simon S. Lam Back to the future part 4: the internet , 2004, SIGCOMM 2004.

[8]  Klara Nahrstedt,et al.  An overview of quality of service routing for next-generation high-speed networks: problems and solutions , 1998, IEEE Netw..

[9]  Ilkka Norros,et al.  On the Use of Fractional Brownian Motion in the Theory of Connectionless Networks , 1995, IEEE J. Sel. Areas Commun..

[10]  Ariel Orda,et al.  QoS routing in networks with inaccurate information: theory and algorithms , 1999, TNET.

[11]  Yakov Rekhter,et al.  A Border Gateway Protocol 4 (BGP-4) , 1994, RFC.

[12]  Konstantina Papagiannaki,et al.  Analysis of point-to-point packet delay in an operational network , 2007, Comput. Networks.

[13]  Ravindra K. Ahuja,et al.  Network Flows: Theory, Algorithms, and Applications , 1993 .

[14]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[15]  Anees Shaikh,et al.  Evaluating the impact of stale link state on quality-of-service routing , 2001, TNET.

[16]  Walter Willinger,et al.  On the self-similar nature of Ethernet traffic , 1993, SIGCOMM '93.

[17]  PAUL EMBRECHTS,et al.  Modelling of extremal events in insurance and finance , 1994, Math. Methods Oper. Res..

[18]  Raj Acharya,et al.  A probabilistic scheme for hierarchical QoS routing , 2001, Proceedings. Ninth IEEE International Conference on Networks, ICON 2001..

[19]  Klara Nahrstedt,et al.  QoS extension to BGP , 2002, 10th IEEE International Conference on Network Protocols, 2002. Proceedings..

[20]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[21]  Yuval Rabani,et al.  Allocating bandwidth for bursty connections , 1997, STOC '97.

[22]  Guang Yang,et al.  Empirical probability based QoS routing , 2003, IEEE International Conference on Communications, 2003. ICC '03..

[23]  V. Chistyakov A Theorem on Sums of Independent Positive Random Variables and Its Applications to Branching Random Processes , 1964 .

[24]  Xin Yuan,et al.  A comparative study of QoS routing schemes that tolerate imprecise state information , 2002, Proceedings. Eleventh International Conference on Computer Communications and Networks.

[25]  Ariel Orda,et al.  QoS routing in networks with uncertain parameters , 1998, IEEE/ACM Trans. Netw..

[26]  Anukool Lakhina,et al.  BRITE: Universal Topology Generation from a User''s Perspective , 2001 .

[27]  Konstantina Papagiannaki,et al.  Measurement and analysis of single-hop delay on an IP backbone network , 2003, IEEE J. Sel. Areas Commun..

[28]  Marwan Krunz,et al.  Bandwidth-delay constrained path selection under inaccurate state information , 2003, TNET.

[29]  Guoliang Xue,et al.  Approximation and heuristic algorithms for delay constrained path selection under inaccurate state information , 2004, First International Conference on Quality of Service in Heterogeneous Wired/Wireless Networks.

[30]  Klara Nahrstedt,et al.  Advertising interdomain QoS routing information , 2004, IEEE Journal on Selected Areas in Communications.

[31]  Klara Nahrstedt,et al.  Distributed QoS routing with imprecise state information , 1998, Proceedings 7th International Conference on Computer Communications and Networks (Cat. No.98EX226).