TY - JOUR
T1 - Regularized transceiver designs for multi-user MIMO interference channels
AU - Park, Seok Hwan
AU - Park, Haewook
AU - Sung, Hakjea
AU - Lee, Inkyu
N1 - Funding Information:
Paper approved by E. G. Larsson, the Editor for Game Theory and Communications Systems Optimization of the IEEE Communications Society. Manuscript received October 28, 2010; revised July 18 and December 29, 2011. S.-H. Park was with the School of Electrical Eng., Korea University, Seoul, Korea. He is now with New Jersey Institute of Technology, Newark, NJ (e-mail: seok-hwan.park@njit.edu). H. Sung was with the School of Electrical Eng., Korea University, Seoul, Korea. He is now with Samsung Electronics, Suwon, Korea (e=mail: jay-sung@korea.ac.kr). H. Park and I. Lee are with the School of Electrical Eng., Korea University, Seoul, Korea (e-mail: {jetaime01, inkyu}@korea.ac.kr). This research was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MEST) (No. 2010-0017909). The material in this paper was presented in part at the IEEE International Conference on Communications (ICC) in May 2010. Digital Object Identifier 10.1109/TCOMM.2012.072612.100666
PY - 2012
Y1 - 2012
N2 - For multi-user interference channels (IC), an altruistic approach based on the zero-forcing (ZF) criterion shows the near-optimal performance at high signal-to-noise ratio (SNR), whereas its performance at low SNR becomes poor compared to a simple egoistic algorithm (selfish beamforming). Thus, balancing between the egoism and the altruism has been an important issue to achieve good sum-rate performance at overall SNR regime. In this paper, we propose a new approach for enhancing the performance by regularizing the ZF based transceivers. To this end, we start with investigating efficient ZF transceivers for 2-user and 3-user ICs. First, coordinated spatial multiplexing (CSM) is proposed for 2-user IC. For the 3-user case, it is shown that the enhanced interference alignment (E-IA) introduced in our previous work is the optimal ZF transceivers in terms of the sum-rate performance. Next, to improve the performance of the CSM and E-IA schemes at low SNR, we propose a non-iterative regularization method under the high SNR approximation. The distributed implementation of the proposed regularization method is also presented where each node is able to compute its own precoding or decoding matrix using local channel state information. From simulations, it is observed that the proposed regularized design outperforms the conventional schemes in overall SNR regime. Also, we confirm that our distributed approach provides a substantial performance gain over the conventional distributed scheme with reduced computational complexity.
AB - For multi-user interference channels (IC), an altruistic approach based on the zero-forcing (ZF) criterion shows the near-optimal performance at high signal-to-noise ratio (SNR), whereas its performance at low SNR becomes poor compared to a simple egoistic algorithm (selfish beamforming). Thus, balancing between the egoism and the altruism has been an important issue to achieve good sum-rate performance at overall SNR regime. In this paper, we propose a new approach for enhancing the performance by regularizing the ZF based transceivers. To this end, we start with investigating efficient ZF transceivers for 2-user and 3-user ICs. First, coordinated spatial multiplexing (CSM) is proposed for 2-user IC. For the 3-user case, it is shown that the enhanced interference alignment (E-IA) introduced in our previous work is the optimal ZF transceivers in terms of the sum-rate performance. Next, to improve the performance of the CSM and E-IA schemes at low SNR, we propose a non-iterative regularization method under the high SNR approximation. The distributed implementation of the proposed regularization method is also presented where each node is able to compute its own precoding or decoding matrix using local channel state information. From simulations, it is observed that the proposed regularized design outperforms the conventional schemes in overall SNR regime. Also, we confirm that our distributed approach provides a substantial performance gain over the conventional distributed scheme with reduced computational complexity.
KW - Beamforming
KW - MIMO interference channels
KW - interference alignment
UR - http://www.scopus.com/inward/record.url?scp=84866735451&partnerID=8YFLogxK
U2 - 10.1109/TCOMM.2012.072612.100666
DO - 10.1109/TCOMM.2012.072612.100666
M3 - Article
AN - SCOPUS:84866735451
SN - 0090-6778
VL - 60
SP - 2571
EP - 2579
JO - IEEE Transactions on Communications
JF - IEEE Transactions on Communications
IS - 9
M1 - 6253201
ER -