Title :
Iterative Convex Approximation Based Real-Time Dynamic Spectrum Management in Multi-User Multi-Carrier Communication Systems
Author :
Tsiaflakis, P. ; Glineur, Francois ; Moonen, Marc
Author_Institution :
STADIUS Center for Dynamical Syst., Signal Process. & Data Analytics, KU Leuven, Leuven, Belgium
Abstract :
Iterative power difference balancing (IPDB) has recently been proposed as a first real-time dynamic spectrum management (RT-DSM) algorithm. It consists of a primal coordinate ascent approach where each coordinate step is performed using an exhaustive discrete grid line search. In this paper we present an iterative convex approximation based approach to perform the coordinate ascent search so as to reduce its computational complexity. By exploiting the problem structure, a closed-form solution is derived for the convex approximations. The resulting RT-DSM algorithm is referred to as fast IPDB (F-IPDB). Compared to IPDB, F-IPDB exhibits similar data rate performance with significantly reduced computational complexity, while also providing smoother final transmit spectra.
Keywords :
computational complexity; iterative methods; multi-access systems; radio spectrum management; F-IPDB; RT-DSM; computational complexity; coordinate ascent approach; exhaustive discrete grid line search; fast IPDB; iterative convex approximation; iterative power difference balancing; multiuser multicarrier communication systems; real time dynamic spectrum management; Approximation methods; Computational complexity; Heuristic algorithms; Iterative methods; Radio spectrum management; Real-time systems; Signal processing algorithms; Dynamic spectrum management; multi-user; power loading; real-time;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2308978