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Fast Algorithms and Performance Bounds for Sum Rate Maximization in Wireless Networks

Tan, Chee Wei and Chiang, Mung and Srikant, R. (2009) Fast Algorithms and Performance Bounds for Sum Rate Maximization in Wireless Networks. In: INFOCOM 2009. IEEE , pp. 1350-1358. ISBN 978-1-4244-3512-8 http://resolver.caltech.edu/CaltechAUTHORS:20100512-085645280

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Abstract

Sum rate maximization by power control is an important, challenging, and extensively studied problem in wireless networks. It is a nonconvex optimization problem and achieves a rate region that is in general nonconvex. We derive approximation ratios to the sum rate objective by studying the solutions to two related problems, sum rate maximization using an SIR approximation and max-min weighted SIR optimization. We also show that these two problems can be solved very efficiently, using much faster algorithms than the existing ones in the literature. Furthermore, using a new parameterization of the sum rate maximization problem, we obtain a characterization of the power controlled rate region and its convexity property in various asymptotic regimes. Engineering implications are discussed for IEEE 802.11 networks.


Item Type:Book Section
Additional Information:© 2009 IEEE. We acknowledge helpful discussions with Steven Low at Caltech and Kevin Tang at Cornell. This research has been supported in part by ONR grant N00014-07-1-0864 and NSF CNS 0720570.
Funders:
Funding AgencyGrant Number
Office of Naval Research (ONR)N00014-07-1-0864
NSFCNS 0720570
Subject Keywords:Duality; Distributed algorithm; Power control; Weighted sum rate maximization; Nonnegative matrices and applications; Nonconvex optimization; Wireless networks
Record Number:CaltechAUTHORS:20100512-085645280
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20100512-085645280
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Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:18249
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:16 May 2010 01:48
Last Modified:26 Dec 2012 12:01

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