Sub-optimal Deep Pipelined Implementation of MIMO Sphere Detector on FPGA

Q2 Engineering
Minh Le Nguyen, X. Tran, Vu-Duc Ngo, Quang-Kien Trinh, Duc-Thang Nguyen, Tien Anh Vu
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引用次数: 0

Abstract

Sphere detector (SD) is an effective signal detection approach for the wireless multiple-input multiple-output (MIMO) system since it can achieve near-optimal performance while reducing significant computational complexity. In this work, we proposed a novel SD architecture that is suitable for implementation on the hardware accelerator. We first perform a statistical analysis to examine the distribution of valid paths in the SD search tree. Using the analysis result, we then proposed an enhanced hybrid SD (EHSD) architecture that achieves quasi-ML performance and high throughput with a reasonable cost in hardware. The fine-grained pipeline designs of 4 × 4 and 8 × 8 MIMO system with 16-QAM modulation delivers throughput of 7.04 Gbps and 14.08 Gbps on the Xilinx Virtex Ultrascale+ FPGA, respectively.
MIMO球面检测器在FPGA上的次优深度流水线实现
球面检测器(SD)是一种有效的无线多输入多输出(MIMO)系统信号检测方法,因为它可以在显著降低计算复杂度的同时获得接近最佳的性能。在这项工作中,我们提出了一种新的SD架构,适合在硬件加速器上实现。我们首先进行统计分析,以检查SD搜索树中有效路径的分布。根据分析结果,我们提出了一种增强的混合SD (EHSD)架构,该架构在合理的硬件成本下实现了准机器学习性能和高吞吐量。采用16-QAM调制的4 × 4和8 × 8 MIMO系统的细粒度流水线设计在Xilinx Virtex Ultrascale+ FPGA上分别实现了7.04 Gbps和14.08 Gbps的吞吐量。
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来源期刊
CiteScore
4.00
自引率
0.00%
发文量
15
审稿时长
10 weeks
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