Title :
Robust Peer-to-Peer Relay Beamforming: A Probabilistic Approach
Author :
Ponukumati, Dhananjaya ; Feifei Gao ; Chengwen Xing
Author_Institution :
Qualcomm India Private Ltd., Hyderabad, India
Abstract :
In this work, we design outage constrained collaborative relay beamforming (CRBF) vectors for a peer-to-peer amplify-and-forward (AF) relay network with imperfect channel state information (CSI) at the relays. Specifically, we model channel estimation error as a Gaussian random vector with known statistical distribution. The objective is to minimize the total transmit power at relays subject to probabilistic quality of service (QoS) constraints at each receiver. To solve the original non-convex problem, we utilize Bernstein-type inequalities and recast the original probabilistic constraints into conservative deterministic linear matrix inequalities (LMI). An alternative method is to replace the probabilistic constraint with a conservative one by applying S-procedure. Employing rank relaxation technique, the two convex reformulations are numerically solved with semidefinite programming (SDP). Simulation results are provided to corroborate our studies.
Keywords :
Gaussian distribution; amplify and forward communication; channel estimation; concave programming; convex programming; linear matrix inequalities; quality of service; relay networks (telecommunication); Bernstein-type inequalities; Gaussian random vector; S-procedure; SDP; channel estimation error; conservative deterministic LMI; conservative deterministic linear matrix inequalities; convex reformulations; imperfect CSI; imperfect channel state information; original nonconvex problem; outage constrained collaborative relay beamforming vectors; outage-constrained CRBF vectors; peer-to-peer AF relay network; peer-to-peer amplify-and-forward relay network; probabilistic QoS constraints; probabilistic approach; probabilistic constraints; quality of service; rank relaxation technique; robust peer-to-peer relay beamforming; semidefinite programming; statistical distribution; total transmit power minimization; Array signal processing; Interference; Optimization; Probabilistic logic; Relays; Robustness; Signal to noise ratio; Distributed beamforming; outage probability; peer-to-peer; semidefinite programming;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2012.121912.122144