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A fast carrier acquisition architecture for high-dynamic weak signal based on GPU

机译:基于GPU的高动态微弱信号快速载波捕获架构

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In this paper, we present a graphics processing unit (GPU)-based architecture of carrier acquisition for high-dynamic weak signal in deep space communications. To achieve high performance, the carrier acquisition procedure is parallelized by exploiting the GPU's parallel operating characteristics. Based on computer unified device architecture (CUDA), different kernels are designed to map the different phases of carrier acquisition procedure. What's more, the kernels' efficiency are improved by optimizing the internal operation parallelism of kernels and lowering the memory access latency for threads. Besides, multiple CUDA streams are designed to hide the data transfer latency between host and device. Experimental results demonstrate that the proposed GPU-based architecture achieves more than 250.3 times speedup compared to CPU-based platform.
机译:在本文中,我们提出了一种基于图形处理单元(GPU)的载波捕获架构,用于深空通信中的高动态微弱信号。为了实现高性能,通过利用GPU的并行操作特性来并行化载波捕获过程。基于计算机统一设备架构(CUDA),设计了不同的内核以映射载波捕获过程的不同阶段。此外,通过优化内核的内部操作并行性并降低线程的内存访问延迟,可以提高内核的效率。此外,还设计了多个CUDA流,以隐藏主机与设备之间的数据传输延迟。实验结果表明,与基于CPU的平台相比,所提出的基于GPU的体系结构的速度提高了250.3倍以上。

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