Mobile Ad-hoc Networks: Mobility-induced Metrics, Performance Analysis, and System Design
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Date
2009-12-04
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Abstract
Mobile Ad-hoc Network (MANET), a type of self-configuring wireless ad-hoc network,
comprises of mobile elements equipped with wireless communication devices.
The mobility pattern of mobile nodes and the packet forwarding strategy crucially
decide MANET performance. The node mobility leads to time-varying network topology.
Conventional routing schemes fails due to the infeasibility to set up the end-toend
path before data transmission. The mobility pattern affects system performance
through mobility-induced metrics such as contact time and inter-meeting time. These
metrics are critical in determining the MANET performance, as well as choosing various
scheduling/forwarding algorithms.
In this dissertation, we study the effect of mobility patterns on the MANET performance
through the mobility-induced metrics, e.g., inter-meeting time. The intermeeting
time is typically assumed to be exponentially distributed in MANET performance
studies. However, recent empirical results disclose clear power-law behavior of
inter-meeting time distribution. This outright discrepancy potentially undermines our
understanding of the performance tradeoffs in MANET obtained under the assumed
inter-meeting time with exponential distribution, and thus calls for further study on
the power-law (or more generally, non-exponential) inter-meeting time including its
fundamental cause, mobility modeling, and its effect.
We first prove that the finite/infinite domain with respect to the time scale of
interest critically decides the exponential/power-law tail of the inter-meeting time
distribution. We then show a convex ordering relationship among inter-meeting times of various mobility models indexed by their degrees of correlation, which is in good
agreement with the ordering of network performance under a set of mobility patterns
whose inter-meeting time distributions have power-law ‘head’ followed by exponential
‘tail’. Finally, we analyze various characteristics of the relative mobility of a random
pair of nodes in MANET to show that they produce inter-meeting time with different
aging properties. The aging property allows us to establish for the first time that
the approach based on exponential inter-meeting time assumption can always underestimate
or over-estimate the actual system performance, under stochastic mobility
patterns with specific aging properties. Our results also provide theoretic guidelines
on how to exploit the memory structure toward better design of protocols under
general mobility.
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time and space scaling, convex ordering, failure rate, aging property, exponential vs. power-law, mobile ad-hoc network, inter-meeting time distribution
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Degree
PhD
Discipline
Computer Engineering