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Implementation and Analysis of GNSS Software Receiver on Embedded CPU-GPU Heterogeneous Architecture

机译:嵌入式CPU-GPU异构架构GNSS软件接收机的实现与分析

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In this study, a real-time GNSS software receiver is implemented and analyzed using CPU and GPU heterogeneous based embedded platform. A software and hardware configuration of GNSS receiver is designed by consideration of Jetson TK1 and specification of Tegra K1. To improve computation performance for Jetson TK1 based software receiver, three optimization techniques are applied; one technique is multi-core CPU based signal acquisition, another is optimum number of thread selection method for tracking loop, and the other is zerocopy based correlation. In order to verify performance of designed receiver, we measured and analyzed execution time of signal acquisition, signal tracking and totally receiver operation with various real GNSS signal. And we verified limitation of embedded based GNSS software receiver. As a results, The Jetson based software receiver can be operated in real-time with low sampling rate and ten channels.
机译:在本研究中,使用CPU和GPU基于GPU的嵌入式平台来实现和分析实时GNSS软件接收器。 通过考虑Jetson TK1和Tegra K1的规范设计了GNSS接收器的软件和硬件配置。 为提高基于Jetson TK1的软件接收器的计算性能,应用了三种优化技术; 一种技术是基于多核CPU的信号采集,另一技术是用于跟踪环路的线程选择方法的最佳数量,另一个是基于Zerocopy的相关性。 为了验证设计接收器的性能,我们测量和分析了信号采集的执行时间,信号跟踪和具有各种实际GNSS信号的完全接收器操作。 我们验证了基于GNSS软件接收器的嵌入式的限制。 结果,基于Jetson的软件接收器可以实时运行,以低采样率和十个通道。

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