Connections Between Spectral Properties of Asymptotic Mappings and Solutions to Wireless Network Problems

In this study, we establish connections between asymptotic functions and properties of solutions to important problems in wireless networks. We start by introducing a class of self-mappings (called asymptotic mappings) constructed with asymptotic functions, and we show that spectral properties of th...

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Veröffentlicht in:IEEE transactions on signal processing 2019-05, Vol.67 (10), p.2747-2760
Hauptverfasser: Cavalcante, Renato L. G., Liao, Qi, Stanczak, Slawomir
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creator Cavalcante, Renato L. G.
Liao, Qi
Stanczak, Slawomir
description In this study, we establish connections between asymptotic functions and properties of solutions to important problems in wireless networks. We start by introducing a class of self-mappings (called asymptotic mappings) constructed with asymptotic functions, and we show that spectral properties of these mappings explain the behavior of solutions to some max-min utility optimization problems. For example, in a common family of max-min utility power control problems, we prove that the optimal utility as a function of the power available to transmitters is approximately linear in the low power regime. However, as we move away from this regime, there exists a transition point, easily computed from the spectral radius of an asymptotic mapping, from which gains in utility become increasingly marginal. From these results we derive analogous properties of the transmit energy efficiency. In this study, we also generalize and unify existing approaches for feasibility analysis in wireless networks. Feasibility problems often reduce to determining the existence of the fixed point of a standard interference mapping, and we show that the spectral radius of an asymptotic mapping provides a necessary and sufficient condition for the existence of such a fixed point. We further present a result that determines whether the fixed point satisfies a constraint given in terms of a monotone norm.
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subjects asymptotic mappings
Asymptotic properties
Energy transmission
Feasibility studies
fixed point algorithms
Interference
interference functions
interference management
Mapping
nonconvex optimization
Optimization
Power control
Spectra
Transition points
Transmitters
Utility optimization
Wireless networks
title Connections Between Spectral Properties of Asymptotic Mappings and Solutions to Wireless Network Problems
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