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Comparison of FIR and IIR Filters in Coherent Lidar Processing

机译:相干激光雷达处理中FIR和IIR滤波器的比较

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摘要

Two types of averaging techniques for target detection in a pulsed coherent lidar system were examined. The first, an FIR filter, results in a gamma distribution when used to average power spectra. The detection performance follows from the statistics of a gamma distribution. The second type of averaging technique, a first order IIR filter, is even simpler to implement and produces many of the same effects that the FIR filter does. While the distribution it produces does not precisely fit a gamma distribution, it can be approximated by a gamma distribution if the effective diversity is defined by N_(eff)=(1+α)/(1-α) (12) If this approximation is used, then the detection threshold and the asymptotic probability of detection are calculated in the same manner as with the FIR filter. The transient behavior of the IIR filter shows some differences from the transient behavior of the FIR filter. The IIR filter produces a higher probability of detection initially, but takes about twice as long to converge. In many lidar applications, there will be very little difference in performance between the FIR and IIR filter. The calculation of the detection threshold and the asymptotic probability of detection are essentially the same with either filter. The transient behavior shows some difference between the two but does not strongly favor one or the other. The IIR filter may be a more desirable choice (depending upon the application), simply because it is easier to implement.
机译:研究了脉冲相干激光雷达系统中用于目标检测的两种平均技术。第一个是FIR滤波器,当用于平均功率谱时会导致伽马分布。检测性能来自伽马分布的统计数据。第二种平均技术,即一阶IIR滤波器,更易于实现,并产生许多与FIR滤波器相同的效果。虽然它产生的分布不能精确地拟合伽马分布,但是如果有效分集由N_(eff)=(1 +α)/(1-α)定义,则可以通过伽马分布来近似它(12)如果此近似值使用FIR滤波器,然后以与FIR滤波器相同的方式计算检测阈值和检测的渐近概率。 IIR滤波器的瞬态行为与FIR滤波器的瞬态行为表现出一些差异。 IIR滤波器最初会产生较高的检测概率,但收敛所需的时间大约是原来的两倍。在许多激光雷达应用中,FIR和IIR滤波器之间的性能差异很小。对于任一滤波器,检测阈值的计算和检测的渐近概率基本相同。瞬态行为显示了两者之间的某些差异,但并没有强烈偏向彼此。 IIR滤波器可能是更理想的选择(取决于应用程序),因为它更易于实现。

著录项

  • 来源
  • 会议地点 SnowmassCO(US);SnowmassCO(US)
  • 作者

    Scott Shald;

  • 作者单位

    Universities Space Research Association(USRA);

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TN958.58;
  • 关键词

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