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An approximate MAP-based iterative receiver for MIMO channels using modified sphere detection

机译:使用修改的球面检测的MIMO信道基于MAP的近似迭代接收器

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For coded multiple-input multiple-output spatial multiplexing (MIMO-SM) systems, the iterative receiver consisting of the MIMO detector and decoding can provide near optimal performance. While the sphere detection (SD) technique can be employed to implement the MIMO maximum likelihood (ML) detection with a lower complexity, some modifications of the SD have been proposed to provide a soft-decision for iterative receivers. In the paper, we propose an alternative approach that is based on a quadratic cost function to find the maximum a-posteriori (MAP) solution for the MIMO detection. Using the proposed approach, the MAP detection with the soft-decision can be straightforwardly implemented by the SD technique. Compared to the existing approach, in the new scheme, the soft-decision is well defined and it avoids a numerical instability in computing a soft-decision (which is an approximation of the log likelihood ratio (LLR)). Through simulation results, it is shown that the performance of the proposed scheme is comparable to that of the existing approach.
机译:对于编码的多输入多输出空间复用(MIMO-SM)系统,由MIMO检测器和解码组成的迭代接收器可以提供接近最佳的性能。尽管可以采用球面检测(SD)技术以较低的复杂度实现MIMO最大似然(ML)检测,但已提出对SD进行一些修改以为迭代接收器提供软判决。在本文中,我们提出了一种基于二次成本函数的替代方法,以找到用于MIMO检测的最大后验(MAP)解决方案。使用提出的方法,可以通过SD技术直接实现具有软判决的MAP检测。与现有方法相比,在新方案中,软决策得到了很好的定义,并且避免了计算软决策时的数值不稳定(这是对数似然比(LLR)的近似值)。通过仿真结果表明,该方案的性能与现有方案相当。

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