DocumentCode :
80292
Title :
Distributed Asynchronous Optimization Framework for the MISO Interference Channel
Author :
Wesemann, Stefan ; Fettweis, Gerhard P.
Author_Institution :
Vodafone Dept. Mobile Commun. Syst., Tech. Univ.-Dresden, Dresden, Germany
Volume :
62
Issue :
22
fYear :
2014
fDate :
Nov.15, 2014
Firstpage :
5809
Lastpage :
5824
Abstract :
We study the distributed optimization of transmit strategies in a multiple-input, single-output (MISO) interference channel (IFC). Existing distributed algorithms rely on strictly synchronized update steps by the individual users. They require a global synchronization mechanism and potentially suffer from the synchronization penalty caused by e.g., backhaul communication delays and fixed update sequences. We establish a general optimization framework that allows asynchronous update steps. The users perform their computations at arbitrary instants of time and do not wait for information that has been sent to them. Based on certain bounds on the amount of asynchronism that is present in the execution of the algorithm, we are able to characterize its convergence. As illustrated by our numerical results, the proposed algorithm is not excessively slowed down by neither communication delays, nor by specific update orders, and thus enables faster convergence to (local) optimal solution.
Keywords :
MIMO communication; optimisation; radiofrequency interference; wireless channels; IFC; MISO interference channel; backhaul communication delays; distributed algorithms; distributed asynchronous optimization framework; general optimization framework; global synchronization mechanism; multiple-input single-output; Convergence; Interference; Optimization; Receivers; Signal processing algorithms; Transmitters; Vectors; MISO interference channel; asynchronous algorithm; distributed beamforming; onvergence of numerical methods; sum-utility maximization;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2014.2359631
Filename :
6906296
Link To Document :
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