Title :
Fast algorithm for beamforming problems in distributed communication of relay networks
Author :
Sun, Cong ; Yuan, Yaxiang
Author_Institution :
State Key Lab. of Sci. & Eng. Comput., Chinese Acad. of Sci., Beijing, China
Abstract :
A sequential quadratic programming (SQP) method is pro posed to solve the distributed beamforming problem in multiple relay networks. The problem is formulated as the minimization of the total relay transmit power, subject to individual signal-to-interference-and-noise ratio constraints at each receiver, which is a nonconvex quadratic constraint quadratic programming. Rather than solving its semi-definite programming (SDP) relaxation, we apply the SQP method to solve its tightened form to replace its inequality constraints with equalities. Its global convergence is guaranteed. Simulations show that it not only runs much faster, but also performs as good as SDP for calculation results.
Keywords :
array signal processing; concave programming; constraint handling; quadratic programming; relays; SDP relaxation; SQP method; distributed beamforming problem; distributed communication; multiple relay network; nonconvex quadratic constraint quadratic programming; relay transmit power; semidefinite programming relaxation; sequential quadratic programming method; signal-to-interference-and-noise ratio; Array signal processing; Interference; Peer to peer computing; Quadratic programming; Relays; Signal to noise ratio; distributed beamforming; relay networks; semi-definite programming; sequential quadratic programming;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946728