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韩娟, 唐超, 王秋菊, 朱子元, 唐杉. 用于迭代接收机的简化MMSE MIMO检测算法[J]. 计算机科学技术学报, 2013, 28(3): 445-453. DOI: 10.1007/s11390-013-1346-0
引用本文: 韩娟, 唐超, 王秋菊, 朱子元, 唐杉. 用于迭代接收机的简化MMSE MIMO检测算法[J]. 计算机科学技术学报, 2013, 28(3): 445-453. DOI: 10.1007/s11390-013-1346-0
Juan Han, Chao Tang, Qiu-Ju Wang, Zi-Yuan Zhu, Shan Tang. Simplified MMSE Detectors for Turbo Receiver in BICM MIMO Systems[J]. Journal of Computer Science and Technology, 2013, 28(3): 445-453. DOI: 10.1007/s11390-013-1346-0
Citation: Juan Han, Chao Tang, Qiu-Ju Wang, Zi-Yuan Zhu, Shan Tang. Simplified MMSE Detectors for Turbo Receiver in BICM MIMO Systems[J]. Journal of Computer Science and Technology, 2013, 28(3): 445-453. DOI: 10.1007/s11390-013-1346-0

用于迭代接收机的简化MMSE MIMO检测算法

Simplified MMSE Detectors for Turbo Receiver in BICM MIMO Systems

  • 摘要: 本文针对比特交织编码调制系统中的迭代接收机,提出了两种采用简化的最小均方误差滤波结合并行软干扰删除的方法。所述的方法用于迭代接收机的非首次迭代处理中,可以抑制残余干扰及噪声。通过将并行软干扰删除后的残余干扰及噪声建模为不相关的高斯随机变量,可以避免传统最小均方误差滤波中的矩阵求逆运算,从而在性能略有损失的前提下,大大降低运算复杂度。此外,通过采用最优的排序并行软干扰删除,简化最小均方误差方法与传统最小均方误差方法的性能差距进一步减小。蒙特卡洛仿真结果验证了,所提出的方法在各种多天线配置下,可以获得与传统最小均方误差方法几乎相同的性能,但计算复杂度大幅度降低。

     

    Abstract: In this article, two methods adopting simplified minimum mean square error (MMSE) filter with soft parallel interference cancellation (SPIC) are discussed for turbo receivers in bit interleaved coded modulation (BICM) multiple-input multiple-output (MIMO) systems. The proposed methods are utilized in the non-first iterative process of turbo receiver to suppress residual interference and noise. By modeling the components of residual interference after SPIC plus the noise as uncorrelated Gaussian random variables, the matrix inverse for weighting vector of conventional MMSE becomes unnecessary. Thus the complexity can be greatly reduced with only slight performance deterioration. By introducing optimal ordering to SPIC, performance gap between simplified MMSE and conventional MMSE further narrows. Monte Carlo simulation results confirm that the proposed algorithms can achieve almost the same performance as the conventional MMSE SPIC in various MIMO configurations, but with much lower computational complexity.

     

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