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Wireless Network Design: Optimization Models and Solution ...

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Chapter 10<br />

Compact Integer Programming <strong>Models</strong> for<br />

Power-optimal Trees in Ad Hoc <strong>Wireless</strong><br />

<strong>Network</strong>s<br />

Dag Haugl<strong>and</strong> <strong>and</strong> Di Yuan<br />

Abstract This chapter examines two types of optimization problems of minimizing<br />

the total transmission power required to satisfy some connectivity requirement for<br />

a group of nodes in ad hoc wireless networks. The first problem type is broadcast<br />

<strong>and</strong> multicast of messages from a source node to the rest of the group. The second<br />

problem type, also known as range assignment, amounts to forming a strongly<br />

connected subgraph containing all nodes of the group by bi-directional links. Optimal<br />

solutions to these problems are characterized by trees or arborescences. As<br />

a consequence of power minimization in a wireless transmission environment, the<br />

structural properties of these optimal trees <strong>and</strong> arborescences differ significantly<br />

from the classical ones. We discuss compact integer programming models for both<br />

problem types. In addition to reviewing models based on network flows, we develop<br />

a new compact model for range assignment. We provide theoretical analysis of how<br />

the models relate to each other in the strengths of their linear programming (LP)<br />

relaxations. Experimental results are provided to illustrate the performance of the<br />

models in bounding <strong>and</strong> in approaching integer optimality. The new compact model<br />

for range assignment turns out to be very competitive in both aspects.<br />

10.1 Introduction<br />

Power efficiency is a key aspect in many applications of ad hoc wireless networks,<br />

where the networking devices set up a self-organizing communication environment<br />

without pre-installed infrastructure (cf. mobile cellular networks). Two devices in ad<br />

Dag Haugl<strong>and</strong><br />

Department of Informatics, University of Bergen, PB. 7800, N-5020 Bergen, Norway, e-mail:<br />

Dag.Haugl<strong>and</strong>@ii.uib.no<br />

Di Yuan<br />

Department of Science <strong>and</strong> Technology, Linköping University, SE-601 74 Norrköping, Sweden,<br />

e-mail: diyua@itn.liu.se<br />

J. Kennington et al. (eds.), <strong>Wireless</strong> <strong>Network</strong> <strong>Design</strong>: <strong>Optimization</strong> <strong>Models</strong> <strong>and</strong> <strong>Solution</strong><br />

Procedures, International Series in Operations Research <strong>and</strong> Management Science 158,<br />

DOI 10.1007/978-1-4419-6111-2_10, © Springer Science+Business Media, LLC 2011<br />

219

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