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Convex Approximation Algorithms for Back-Pressure Power Control

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Autore
Matskani, E.; Sidiropoulos, N. D.; Tassiulas, L.
Data
2012
DOI
10.1109/tsp.2012.2184097
Soggetto
Back-pressure routing
convex approximation
cross-layer design
digital
subscriber line (DSL)
dynamic spectrum management
network
optimization
NP-hard problems
power control
utility maximization
MULTIUSER DSL NETWORKS
MAXIMUM THROUGHPUT
CONGESTION CONTROL
WIRELESS
NETWORKS
RADIO NETWORKS
COMPLEXITY
OPTIMIZATION
INFORMATION
STABILITY
SYSTEMS
Engineering, Electrical & Electronic
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Abstract
Throughput-optimal multihop wireless network operation entails a key physical-layer optimization problem: maximizing a weighted sum of link rates, with weights given by the differential queue backlogs. This emerges in joint back-pressure routing and power control, which is central in cross-layer wireless networking. We begin by showing that the core problem is not only nonconvex, but also NP-hard. This is a negative result, which however comes with a positive flip side: drawing from related developments in the digital subscriber line (DSL) literature, we propose effective ways to approximate it. Exploiting quasi-periodicity of the power allocation in stable setups due to the push-pull nature of the solution, we derive two custom algorithms that offer excellent throughput performance at reasonable, worst-case polynomial complexity. Judicious simulations illustrate the merits of the proposed algorithms.
URI
http://hdl.handle.net/11615/30786
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