Title :
Unifying viewpoints on distributed asynchronous optimization for MISO interference channels
Author :
Wesemann, Stefan ; Rave, Wolfgang ; Fettweis, Gerhard
Author_Institution :
Dept. of Mobile Commun. Syst., Tech. Univ. Dresden, Dresden, Germany
Abstract :
We adopt the power gain description of wireless networks in order to provide conceptual insights on existing distributed asynchronous beamforming algorithms. From this common viewpoint, we compare the asynchronous distributed pricing (ADP) algorithm and the asynchronous scaled gradient projection (SGP) algorithm in terms of local subproblems, required information exchange and convergence behavior. We illustrate the underlying mechanisms that ensure the convergence to a stationary point of a sum utility function (i.e., complementary user actions, step size bounds), and we point out the algorithms´ pros and limitations.
Keywords :
array signal processing; interference (signal); wireless channels; ADP algorithm; MISO interference channels; SGP algorithm; asynchronous distributed pricing algorithm; asynchronous scaled gradient projection algorithm; distributed asynchronous beamforming algorithms; distributed asynchronous optimization; wireless networks; MATLAB; MISO interference channel; convergence of numerical methods; distributed asynchronous beamforming;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2014 IEEE 15th International Workshop on
Conference_Location :
Toronto, ON
DOI :
10.1109/SPAWC.2014.6941496