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Fully Decentralized Massive MIMO Detection Based on Recursive Methods

机译:基于递归方法的全分散大规模MIMO检测

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Algorithms for Massive MIMO uplink detection typically rely on a centralized approach, by which baseband data from all antennas modules are routed to a central node in order to be processed. In case of Massive MIMO, where hundreds or thousands of antennas are expected in the base-station, this architecture leads to a bottleneck, with critical limitations in terms of interconnection bandwidth requirements. This paper presents a fully decentralized architecture and algorithms for Massive MIMO uplink based on recursive methods, which do not require a central node for the detection process. Through a recursive approach and very low complexity operations, the proposed algorithms provide a sequence of estimates that converge asymptotically to the zero-forcing solution, without the need of specific hardware for matrix inversion. The proposed solution achieves significantly lower interconnection data-rate than other architectures, enabling future scalability.
机译:用于大规模MIMO上行链路检测的算法通常依赖于集中式方法,通过该方法,来自所有天线模块的基带数据将被路由到中央节点以便进行处理。在大规模MIMO的情况下,预计基站中将有成百上千的天线,这种架构会导致瓶颈,在互连带宽要求方面存在关键限制。本文提出了一种基于递归方法的大规模MIMO上行链路的完全分散的架构和算法,该算法不需要中心节点即可进行检测。通过递归方法和非常低的复杂度运算,所提出的算法提供了一系列估计,这些估计渐近地收敛于迫零解决方案,而无需用于矩阵求逆的特定硬件。所提出的解决方案实现的互连数据速率明显低于其他体系结构,从而实现了未来的可扩展性。

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