Link quality prediction in mobile ad hoc networks
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Trinity College (Dublin, Ireland). School of Computer Science & Statistics
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Gregor Gaertner, 'Link quality prediction in mobile ad hoc networks', [thesis], Trinity College (Dublin, Ireland). School of Computer Science & Statistics, 2007, pp 249
Abstract
Link quality prediction (LQP) is effective in masking topology changes in wireless mobile
ad hoc networks (MANETs) as previously shown in reducing packet latency in proactive
routing. However, most existing LQP algorithms have only been evaluated in simple
simulations with basic radio propagation models. Therefore, we evaluated the accuracy
of three existing LQP algorithms for an 802.11 MANET of nodes carried by pedestrians
in two real-world, microcellular, urban environments. The best performing of these LQP
algorithms failed to predict between 18% and 54% of the total observed packet loss for
a prediction of two scconds ahead while between 12% and 43% of successfully received
packets were falsely predicted to be lost. These results contrast sharply with the nearperfect
accuracy of these algorithms shown in the standard NS-2 simulator. Our results
show that LQP algorithms based on basic radio propagation models are not applicable to
real-world environments. This thesis describes the design and evaluation of accurate LQP
algorithms that are derived from a radio propagation model that closely resembles what is
observed in microcellular, urban environments.
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Qualification name: Doctor of Philosophy (Ph.D.)
Publisher: Trinity College (Dublin, Ireland). School of Computer Science & Statistics
Type of material: thesis

