Title :
Min Flow Rate Maximization for Software Defined Radio Access Networks
Author :
Wei-Cheng Liao ; Mingyi Hong ; Farmanbar, Hamid ; Xu Li ; Zhi-Quan Luo ; Hang Zhang
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
We consider a cloud-based heterogeneous network of base stations (BSs) connected via a backhaul network of routers and wired/wireless links with limited capacity. The optimal provision of such networks requires proper resource allocation across the radio access links in conjunction with appropriate traffic engineering within the backhaul network. In this paper, we propose an efficient algorithm for joint resource allocation across the wireless links and flow control over the entire network. The proposed algorithm, which maximizes the min-rate among all the transmitted commodities, is based on a decomposition approach that leverages both the alternating direction method of multipliers (ADMM) and the weighted-MMSE (WMMSE) algorithm. We show that this algorithm is easily parallelizable and converges globally to a stationary solution of the joint optimization problem. The proposed algorithm can also be extended to networks with multi-antenna nodes and other utility functions.
Keywords :
least mean squares methods; minimax techniques; optimisation; radio access networks; radio links; resource allocation; software radio; telecommunication congestion control; ADMM; BS; alternating direction method of multipliers; base station; cloud-based heterogeneous network; decomposition approach; joint resource allocation; min flow rate maximization; multiantenna node; network flow control; radio access links; router backhaul network; software defined radio access network; traffic engineering; weighted-MMSE algorithm; wired link; wireless link; Convergence; Interference; Joints; Mobile communication; Optimization; Radio access networks; Wireless communication; ADMM algorithm; Heterogeneous networks; cross-layer optimization; limited backhaul; small cell; software defined networking;
Journal_Title :
Selected Areas in Communications, IEEE Journal on
DOI :
10.1109/JSAC.2014.2328171