Title :
Asynchronous alternating direction method of multipliers applied to the direct-current optimal power flow problem
Author :
Abboud, A. ; Couillet, Romain ; Debbah, MeÌrouane ; Siguerdidjane, H.
Author_Institution :
Dept. of Flexible Radio, SUPELEC, Gif-sur-Yvette, France
Abstract :
In a large network of agents, we consider a distributed convex optimization problem where each agent has a private convex cost function and a set of local variables. We provide an algorithm to carry out a multi-area decentralized optimization in an asynchronous fashion, obtained by applying random Gauss-Seidel iterations on the Douglas-Rachford splitting operator. As an application, a direct-current linear optimal power flow model is implemented and simulations results confirm the convergence of the proposed algorithm.
Keywords :
load flow; power grids; power system simulation; Douglas-Rachford splitting operator; Gauss-Seidel iterations; asynchronous alternating direction; direct-current linear optimal power flow model; direct-current optimal power flow problem; distributed convex optimization problem; multiarea decentralized optimization; private convex cost function; Convergence; Convex functions; Distributed algorithms; Optimization; Random variables; Synchronization; Vectors; convex optimization; distributed control; operator splitting; optimal power flow;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6855111