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Multiaccess Interference Suppression in Orthogonal Space–Time Block Coded MIMO Systems by Adaptive Projected Subgradient Method

机译:自适应投影次梯度法正交空时分组编码MIMO系统中的多址干扰抑制

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This paper introduces adaptive filters that are effective to suppress multiple access interference (MAI) in orthogonal space–time block coded/ multiple-input multiple-output (OSTBC-MIMO) systems. We define an optimal linear filter that minimizes the mean-square error between the filter output and a scaled version of the desired output under a constraint defined by the available channel state information (CSI). The adaptive filters refine a given estimate of the optimal filter by suppressing a sequence of closed convex functions with the adaptive projected subgradient method (APSM) at each iteration. To provide robustness against imperfect CSI, the adaptive filters use not only the available CSI but also estimates of previously transmitted symbols, which usually belong to a small finite set in digital communication systems. The resulting algorithms employ computationally efficient projections onto hyperplanes or hyperslabs and do not require any matrix inversion. An efficient recursive scheme based on such an algorithm is also presented. Convergence analysis and simulation results show the excellent performance of the proposed schemes.
机译:本文介绍了可有效抑制正交空时块编码/多输入多输出(OSTBC-MIMO)系统中的多址干扰(MAI)的自适应滤波器。我们定义了一个最佳线性滤波器,它在可用信道状态信息(CSI)定义的约束下,将滤波器输出与所需输出的缩放版本之间的均方误差最小化。自适应滤波器通过在每次迭代时通过自适应投影次梯度法(APSM)抑制一系列闭合凸函数来优化最优滤波器的给定估计。为了提供针对不完善的CSI的鲁棒性,自适应滤波器不仅使用可用的CSI,而且还使用先前发送的符号的估计,这些符号通常属于数字通信系统中的一小有限集。生成的算法在超平面或超平板上采用了计算有效的投影,并且不需要任何矩阵求逆。还提出了一种基于这种算法的有效递归方案。收敛性分析和仿真结果表明,该方案具有良好的性能。

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