在风感应相干多普勒激光雷达系统中估计功率光谱密度和自相对应时,FPGA编程挑战
Sameh Abdelazim1, David Santoro2, Fred Moshary2
1Gildar Haase School of Computer Sciences and Engineering, Fairleigh Dickinson University, 1000 River Rd., Teaneck, NJ 07666, USA.
Sensors (Basel, Switzerland)
|February 13, 2025
概括
设计了用于连贯多普勒激光雷达风传感的两个FPGA算法,面临比特增长,内存和信号驱动方面的挑战. 开发出了解决方案,并使用这些算法成功获得了大气风测量.
科学领域:
- 工程 工程师 工程师 工程师
- 大气科学 大气科学
- 信号处理 信号处理
背景情况:
- 连贯多普勒激光雷达 (CDL) 系统对于远程风传感至关重要.
- 信号处理算法的高效硬件实现对于实时CDL应用程序至关重要.
研究的目的:
- 为CDL风力传感提供两个不同的信号预处理算法的FPGA逻辑设计.
- 解决和克服与这些算法相关的硬件实现挑战.
- 通过大气风测量来证明实施的算法的有效性.
主要方法:
- 开发了两个FPGA硬件编程算法:分段光谱分析和基于自相关的方法.
- 使用Xilinx系统生成器用于逻辑设计和VLSI图像创建.
- 在FPGA上实现算法,解决比特增长,内存约束和信号驱动问题等挑战.
主要成果:
- 成功设计和实施了用于CDL信号处理的两个不同的FPGA算法.
- 为关键硬件实现挑战设计解决方案,包括比特增长,内存限制和信号驱动.
- 获得的大气风测量验证了开发算法的性能.
结论:
- 通过适当的设计考虑,FPGA实现CDL信号处理算法是可行的.
- 所介绍的算法及其硬件解决方案使得使用连贯多普勒激光雷达进行有效的风传感.
- 该研究为优化远程传感应用的硬件加速提供了宝贵的见解.
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