DocumentCode
3441021
Title
Reducing packet loss bursts in a wireless mesh network for stochastic bounds on estimation error
Author
Chen, Phoebus ; Ramesh, Chithrupa ; Johansson, Karl H.
Author_Institution
ACCESS Linnaeus Center, R. Inst. of Technol., Stockholm, Sweden
fYear
2011
fDate
12-15 Dec. 2011
Firstpage
3130
Lastpage
3135
Abstract
A big challenge for wireless networked control systems is how to design the underlying networking algorithms and protocols to provide high reliability, defined as the end-to-end probability of packet delivery, despite the high packet loss rates of individual wireless links. This paper formulates the problem of jointly designing a set of packet forwarding policies on a multipath mesh network to meet control application requirements. We derive several results to help understand the problem space. First, we demonstrate that some common approaches, like applying a single forwarding policy to all packets or always routing packets on disjoint paths, are not optimal for the application when the links are bursty. Second, we introduce the notion of dominance to give a partial ordering to sets of forwarding policies, used to prove that an optimal policy schedules all outgoing links at each node and that an upper bound on the performance attained by unicast forwarding policies on the network graph can be computed assuming a flooding policy. Third, we demonstrate how to convert application performance metrics to packet forwarding policy objectives, using the probability that the error covariance of a Kalman filter stays within a bound as our application metric. Fourth, we provide an algorithm to compute the joint probability mass function that a sequence of packets are delivered, given a set of policies and a network graph. Finally, we describe how to obtain optimal policies via an exhaustive search, motivating future research for more computationally efficient solutions.
Keywords
Kalman filters; covariance analysis; error statistics; estimation theory; network theory (graphs); networked control systems; packet radio networks; protocols; radio links; scheduling; stochastic processes; telecommunication control; wireless mesh networks; Kalman filter; dominance notion; end-to-end probability; error covariance probability; estimation error; flooding policy; individual wireless links; joint probability mass function; network graph; networking algorithm; optimal policy schedules; packet delivery; packet forwarding policy objectives; packet loss bursts reduction; packets sequence; single forwarding policy; stochastic bounds; unicast forwarding policies; wireless mesh network; wireless networked control systems; Joints; Kalman filters; Loss measurement; Reliability; Routing; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location
Orlando, FL
ISSN
0743-1546
Print_ISBN
978-1-61284-800-6
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2011.6161196
Filename
6161196
Link To Document