DocumentCode
2881438
Title
A Laplace Transform-Based Method to Stochastic Path Finding
Author
Uludag, Suleyman ; Uludag, Z.E. ; Nahrstedt, Klara ; Lui, King-Shan ; Baker, Fred
Author_Institution
Dept. of CSEP, Univ. of Michigan, Flint, MI, USA
fYear
2009
fDate
14-18 June 2009
Firstpage
1
Lastpage
5
Abstract
Finding the most likely path satisfying a requested additive Quality-of-Service (QoS) value, such as delay, when link metrics are defined as random variables by known probability distributions is NP-Hard. We transform the probability distributions into the Laplace domain, find the Laplace Transform of their convolutions and numerically inverse to find the distribution function in the time domain. Picard´s iterative method of successive approximations is used to find the solution. To the best of our knowledge, ours is the first to propose a transform-based approach for the QoS routing problem of finding the most likely path. Simulations show that our stochastic approach (1) Selects correct paths more frequently, (2) Incurs less overhead with respect to the dissemination and processing of state information, and (3) Reduces the churn by selecting more stable paths.
Keywords
Laplace transforms; iterative methods; quality of service; stochastic processes; telecommunication network routing; Laplace domain; Laplace transform; NP-Hard; Picard´s iterative method; QoS; distribution function; probability distributions; quality-of-service; stochastic path finding; successive approximations; Bandwidth; Delay; Distribution functions; Internet; Partitioning algorithms; Probability distribution; Random variables; Routing; Safety; Stochastic processes;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications, 2009. ICC '09. IEEE International Conference on
Conference_Location
Dresden
ISSN
1938-1883
Print_ISBN
978-1-4244-3435-0
Electronic_ISBN
1938-1883
Type
conf
DOI
10.1109/ICC.2009.5198619
Filename
5198619
Link To Document