低复杂度大尺度MIMO 16-Ary QAM叠加星座探测器

Duc A. Hoang, T. Nguyen, T. L. Nhat, Hieu T. Nguyen
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引用次数: 0

摘要

在可用频带受到严格限制的无线通信系统中,为了实现更高的带宽效率,高阶调制方案作为满足带宽效率要求的一种有前景的解决方案被广泛选择。本文提出了两种低复杂度的信号检测体系结构,在调制器处采用叠加映射和分解技术。第一步信号检测,即所谓的一步检测器,其复杂度较基于tanner图的检测算法低,是调制阶数与发射天线数乘积的二阶。为了进一步降低检测器的复杂度50%,提出了一种两步信念传播检测器,该检测器在恢复较弱的位索引时部分消除较强位索引的干扰。因此,当在接收端使用大量天线时,新提出的两步检测器的性能几乎与一步检测架构一样好,同时降低了复杂性。所提出的两步大规模多输入多输出(LS-MIMO)探测器的这一属性对于5G及以后的5G至关重要,因为5G需要使用大量/大规模天线来满足日益增长的高速无线接入需求。
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Low-Complexity Large-Scale MIMO Detector with 16-Ary QAM Superposition Constellations
To achieve higher bandwidth efficiency in wireless communication systems where the available frequency band is strictly limited, high-order modulation schemes are widely chosen as a promising solution to meet the band-efficiency requirement. This paper proposes two low-complexity signal detection architectures using superposition mapping and decomposition techniques at the modulator. The first signal detection, a so-called one-step detector, enjoys the low complexity level of the Tanner-graph-based detection algorithm, which is in the second order of the product of the modulation order and the number of transmit antennas. To further reduce the complexity level for the detector by 50%, a two-step belief propagation detector is proposed where interference of the stronger bit index is partially canceled when recovering the weaker bit index. As a result, the novel proposed two-step detector performs nearly as well as the one-step detection architecture when a massive number of antennas are employed at the receiver side while offering complexity reduction. This attribute of the proposed two-step large-scale multiple-input multiple-output (LS-MIMO) detector is significantly critical for 5G and beyond, where a massive/large-scale number of antennas should be employed to meet the growing demand for high-speed wireless access.
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