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Blind Adaptive Array by Constant Modulus with Variable Step Size for Multi-beam Massive MIMO

机译:恒定步长可变模量的盲自适应阵列,用于多波束大规模MIMO

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A multibeam massive multiple-input multiple-output (MIMO) configuration has previously been proposed that utilizes beam selection to select high-power beams in an analog part and a blind algorithm such as the constant-modulus algorithm (CMA), which does not need channel state information (CSI), in a digital part. However, when least-squares CMA (LS-CMA) is applied to a quadrature amplitude modulation (QAM) signal whose amplitude changes, the interference cancellation effect decreases as the modulation order number increases. In this paper, variable-step-size-based CMA (VS-CMA), which modifies the step size of steepest-descent CMA (SD-CMA) as the blind adaptive algorithm instead of LS-CMA, is proposed. The basic performance of VS-CMA, its success in accomplishing interference cancellation, and its effectiveness with multibeam massive MIMO transmission are verified via computer simulation.
机译:先前已经提出了一种多波束大规模多输入多输出(MIMO)配置,该配置利用波束选择来选择模拟部分中的高功率波束,并采用诸如恒模算法(CMA)之类的盲算法,该算法不需要数字部分中的通道状态信息(CSI)。然而,当最小二乘CMA(LS-CMA)应用于幅度改变的正交幅度调制(QAM)信号时,干扰消除效果随着调制阶数增加而减小。本文提出了一种基于可变步长的CMA(VS-CMA),该方法将最速下降CMA(SD-CMA)的步长修改为盲自适应算法,而不是LS-CMA。通过计算机仿真,验证了VS-CMA的基本性能,成功实现干扰消除以及多波束大规模MIMO传输的有效性。

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