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FPGA design of low-complexity joint channel estimation and data detection for large SIMO wireless systems

机译:大型SIMO无线系统的低复杂性关节通道估计和数据检测FPGA设计

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Joint channel estimation and data detection (JED) enables near-optimal error-rate performance in realistic wireless communication systems that suffer from channel estimation errors. In this paper, we propose a new JED algorithm and a corresponding FPGA design for large single-input multiple-output (SIMO) wireless systems that use constant-modulus constellations. Our algorithm, referred to as PrOX (short for PRojection Onto conveX hull), relies on biconvex relaxation (BCR) in order to efficiently compute an approximate solution of the maximum-likelihood JED problem that exhibits prohibitive complexity. PrOX is a simple and hardware-friendly algorithm that achieves near-optimal error-rate performance for a wide-range of system configurations. To demonstrate the efficacy of PrOX, we develop a scalable VLSI architecture and present reference implementation results on a Xilinx Virtex-7 FPGA. Compared to a recently-reported reference JED design, PrOX achieves 3 × higher throughput, 20 × better hardware-efficiency (in terms of throughput per look-up tables), and 8 × improved energy-efficiency.
机译:联合信道估计和数据检测(JED)在遭受信道估计误差的现实无线通信系统中实现了近最佳的差值性能。在本文中,我们提出了一种新的JED算法和用于使用恒定模数星座的大型单输入多输出(SIMO)无线系统的相应FPGA设计。我们称为Prox(投影到凸壳上的短路)的算法,依赖于Biconvex弛豫(BCR),以便有效地计算展示令人满意的复杂性的最大可能性JED问题的近似解。 PROX是一种简单且硬件的友好算法,可实现近最佳的差值性能,可实现广泛的系统配置。为了展示Prox的功效,我们开发可扩展的VLSI架构,并在Xilinx Virtex-7 FPGA上提出参考实现结果。与最近报告的参考JED设计相比,PROX实现了3倍的吞吐量,20倍的硬件效率(在每个查找表的吞吐量方面)和8×改善的能效。

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