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Range estimation algorithms comparison in simulated 3-D flash LADAR data

机译:模拟的3-D Flash LADAR数据中的距离估计算法比较

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摘要

Range estimation algorithms have been applied to simulated 3-D flash laser radar data to test for accuracy and bias. Simulated data is modeled after hit mode performance of the Advanced Scientific Concepts 3-D flash laser radar camera. Hit mode is a mode of operation that stores buffered samples into memory only after a set number of photoelectrons have been observed by the detector. In hit mode, waveforms may not be centered within the range gate and may not contain the true peak of original waveform. Under these conditions traditional range estimation techniques could prove ineffective. A peak estimator, matched filter, and maximum likelihood estimator were tested for performance as waveforms shift position within the range gate. This paper suggests the best scenario for implementing each algorithm and shows the overall effectiveness of the matched filter when incorporated in the time domain. 1000 trials with noise were conducted for each waveform position and performance was judged based on mean square error and standard deviation of the range estimations.
机译:距离估计算法已应用于模拟的3-D闪光激光雷达数据,以测试准确性和偏差。模拟数据是根据Advanced Scientific Concepts 3-D闪光灯激光雷达摄像机的命中模式性能建模的。命中模式是一种操作模式,仅在检测器观察到一定数量的光电子之后,才将缓冲的样本存储到内存中。在命中模式下,波形可能不会在范围门内居中,并且可能不包含原始波形的真实峰值。在这种情况下,传统的距离估计技术可能会失效。测试了峰值估计器,匹配滤波器和最大似然估计器的性能,因为波形在范围门内移动了位置。本文提出了实现每种算法的最佳方案,并说明了将匹配滤波器纳入时域的总体有效性。对每个波形位置进行了1000次带噪声的试验,并基于均方误差和范围估计的标准偏差来判断性能。

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  • 来源
    《IEEE Aerospace conference》|2009年|1-7|共7页
  • 会议地点 Big Sky MT(US)
  • 作者

    Jordan Steven;

  • 作者单位

    Department of Electrical and Computer Engineering Air Force Institute of Technology Wright-Patterson AFB OH 45433 USA;

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  • 入库时间 2022-08-26 14:40:50

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