Title :
Robust beamforming in two-way relay networks: Quartically perturbed chance constrained formulation and tractable approximation
Author :
Shuai Ma ; So, Anthony Man-Cho ; Kehu Yang
Author_Institution :
ISN Lab., Xidian Univ., Xi´an, China
Abstract :
In this paper, we consider an outage-based robust beamforming problem in two-way relay networks under the imperfect channel state information (CSI) scenario. Specficially, our goal is to minimize the relay transmit power while keeping the probability of each user´s signal-to-interference-plus-noise ratio (SINR) outage as caused by the imperfect CSI below a given threshold. Assuming that the CSI errors follow a complex Gaussian distribution, the probabilistic SINR constraints involve quartic polynomials of complex Gaussian random variables, which, to the best of our knowledge, have not been treated from a computational perspective before. Using moment inequalities for Gaussian polynomials and the semidefinite relaxation technique, we propose a new tractable approximation approach for tackling such constraints. Simulation results show that the proposed method outperforms the existing robust approaches when the CSI errors are large.
Keywords :
Gaussian distribution; array signal processing; polynomial approximation; relay networks (telecommunication); Gaussian polynomials; complex Gaussian distribution; complex Gaussian random variables; imperfect CSI; imperfect channel state information; moment inequalities; outage-based robust beamforming problem; probabilistic SINR constraints; quartic polynomials; quartically perturbed chance constrained formulation; relay transmit power; semidefinite relaxation; signal-to-interference-plus-noise ratio; tractable approximation; two-way relay networks; Approximation methods; Array signal processing; Interference; Relay networks (telecommunications); Robustness; Signal to noise ratio; Two-way relaying; chance constrained optimization; robust beamforming; semidefinite relaxation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854097