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基于半正定松弛的MIMO盲检测

李浩 彭华

李浩, 彭华. 基于半正定松弛的MIMO盲检测[J]. 电子与信息学报, 2016, 38(11): 2893-2899. doi: 10.11999/JEIT151444
引用本文: 李浩, 彭华. 基于半正定松弛的MIMO盲检测[J]. 电子与信息学报, 2016, 38(11): 2893-2899. doi: 10.11999/JEIT151444
LI Hao, PENG Hua. Blind Detection of MIMO via Semidefinite Relaxation[J]. Journal of Electronics & Information Technology, 2016, 38(11): 2893-2899. doi: 10.11999/JEIT151444
Citation: LI Hao, PENG Hua. Blind Detection of MIMO via Semidefinite Relaxation[J]. Journal of Electronics & Information Technology, 2016, 38(11): 2893-2899. doi: 10.11999/JEIT151444

基于半正定松弛的MIMO盲检测

doi: 10.11999/JEIT151444
基金项目: 

国家自然科学基金(61401511)

Blind Detection of MIMO via Semidefinite Relaxation

Funds: 

The National Natural Science Foundation of China (61401511)

  • 摘要: 为解决MIMO系统盲检测问题,该文以最大似然序列检测为估计准则,通过推导建立了一种新的半正定松弛(SemiDefinite Relaxation, SDR)求解模型,使得到的松弛解的秩等于发送天线数。为了解决了松弛解秩大于1时估计原始发送序列的难题,该文提出一种特征向量近似法和随机法相结合的方法。通过限定目标函数的取值上限,使算法能够根据目标函数值自适应判断求解发送序列个数,从而减少每次求解的约束个数和SDR的求解次数,分析表明算法的计算复杂度与发送天线数成线性关系。最后,通过仿真表明所提算法能够在与秩1的算法性能保持相当的条件下减少计算时间,并验证了算法计算复杂度与发送天线数成线性关系。
  • LUO Zhiquan, MA Wingkin, ANTHONY S M, et al. Semidefinite relaxation of quadratic optimization problems[J]. IEEE Signal Processing Magazine, 2010, 27(3): 20-34.
    罗涛, 刘宏伟, 严俊坤, 等. 基于半正定秩松弛方法的稳健波束形成[J]. 电子与信息学报, 2014, 36(7): 1545-1551. doi: 10.3724/SP.J.1146.2013.01046.
    LUO Tao, LIU Hongwei, YAN Junkun, et al. Robust beamforming via semidefinite rank relaxation[J]. Journal of Electronics Information Technology, 2014, 36(7): 1545-1551. doi: 10.3724/SP.J.1146.2013.01046.
    MA Wingkin, DAVIDSON T N, WONG K M, et al. Quasi- maximum-likelihood multiuser detection using semi-definite relaxation with application to synchronous CDMA[J]. IEEE Transactions on Signal Processing, 2002, 50(4): 912-922.
    STEINGIMSSON B, LUO Zhiquan, and WONG K. Soft quasi-maximum-likelihood detection for multiple-antenna wireless channels[J]. IEEE Transactions on Signal Processing, 2003, 51(11): 2710-2719.
    NEKUII M, KISIALIOU M, DAVIDSON T N, et al. Efficient soft-output demodulation of MIMO QPSK via semidefinite relaxation[J]. IEEE Journal of Selected Topics in Signal Processing, 2011, 5(8): 1426-1437.
    MA Wingkin, CHING Pakchung, and DING Zhi. Semidefinite relaxation based multiuser detection for M-ary PSK multiuser systems[J]. IEEE Transaction on Signal Processing, 2004, 52(10): 2862-2872.
    WIESEL A, ELDAR Y C, and SHAMAI S. Semidefinite relaxation for detection of 16-QAM signaling in MIMO channels[J]. IEEE Signal Processing Letters, 2005, 12(9): 653-656.
    SHAO Z Y, CHEUNG S W, and YUK T I. Comparison of semidefinite relaxation detectors for high-order modulation MIMO systems[J]. International Journal of Antennas and Propagation, 2014, 6(3): 1-8.
    JALDEN J, MARTIN C, and OTTERSTEN B. Semidefinite programming for detection in linear systems-optimality conditions and space-time decoding[C]. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, Hong Kong, 2003: 9-12.
    KIM Minjoon, PARK Jangyong, KIM Kilhwan, et al. Exact ML criterion based on semidefinite relaxation for MIMO systems[J]. IEEE Signal Processing Letters, 2014, 21(3): 343-346.
    JALDEN J and OTTERSTEN B. The diversity order of the semidefinite relaxation detector[J]. IEEE Transactions on Information Theory, 2008, 54(4): 1406-1422.
    XU Zi, HONG Mingyi, and LUO Zhiquan. Probabilistic analysis of semidefinite relaxation for binary quadratic minimization[J]. SIAM Journal on Optimization, 2014, 24(3): 1265-1293.
    韩飞. 正交空时分组码的最大似然盲检测算法研究[D]. [硕士论文], 西南交通大学, 2014.
    LI Qingyu, BAI Erwei, and DING Zhi. Blind source separation of signals with known alphabets using epsi- approximation algorithms[J]. IEEE Transactions on Signal Processing, 2003, 51(1): 1-10.
    MANUEL A and MIGUEZ V J. Maximum-likelihood sequence detection in time- and frequency-selective MIMO channels with unknown order[J]. IEEE Transactions on Vehicular Technology, 2009, 58(1): 499-504.
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出版历程
  • 收稿日期:  2015-12-22
  • 修回日期:  2016-07-08
  • 刊出日期:  2016-11-19

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