DocumentCode :
1762888
Title :
Scalable and Efficient Power Control Algorithms for Wireless Networks
Author :
Karamad, Ehsan ; Adve, Raviraj S. ; Chow, Joe
Author_Institution :
Edwards S. Rogers Sr. Dept. of Electr. & Comput. Eng., Univ. of Toronto, Toronto, ON, Canada
Volume :
62
Issue :
8
fYear :
2014
fDate :
41744
Firstpage :
2028
Lastpage :
2041
Abstract :
Efficient optimization techniques are important to manage interference in emerging dense wireless networks. Here, we address interference management through power control as a general utility maximization problem. For the class of utility functions that are concave in the logarithm of the optimization variables, we propose a power control algorithm based on fixed-point iterations. The iterations converge to the globally optimal power vector. One key benefit is that, for a network with N transmitters and a centralized implementation of the power control algorithm, the computational complexity per iteration of the algorithm is O(N2). When implemented in a distributed fashion and allowing for a signaling complexity of N messages per iteration, the computation complexity is reduced to O(N). We show that the proposed centralized and distributed versions of the algorithm converge to the optimal power vector at a linear rate. Our numerical results suggest that in most instances, the algorithm takes fewer than ten iterations to converge, even fewer if the initialization is close to the optimal power vector. The proposed algorithm is, therefore, very efficient for power control in slowly fading channels. Furthermore, unlike previous works in the literature, the proposed algorithm does not require the objective function to be separable into a sum of individual utilities. As an example, we present results for power control in a two-hop decode-and-forward cooperative relay network and illustrate the performance gains due to interference management.
Keywords :
cooperative communication; decode and forward communication; optimal control; optimisation; power control; radiofrequency interference; relay networks (telecommunication); telecommunication control; fixed point iteration; general utility maximization problem; globally optimal power vector; interference management; optimization techniques; optimization variable; power control algorithm; two hop decode and forward cooperative relay network; wireless networks; Convergence; Interference; Power control; Quality of service; Signal processing algorithms; Signal to noise ratio; Vectors; Optimization; algorithms; cellular networks; convergence; convex functions; gradient methods;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2014.2305643
Filename :
6737300
Link To Document :
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