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Signal extraction algorithm of Gm-APD lidar with low SNR return

机译:低SNR返回的GM-APD LIDAR信号提取算法

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摘要

Geiger mode Avalanche Photo Diode(Gm-APD) laser radar in the case of high background noise during the daytime causes the peak of data distribution is firing by the noise but not the signal, this phenomenon leads to difficulty in extracting the peak characteristics of the signal, lost target pixels of three-dimensional range image and the low image signal-to-noise ratio by using the traditional non-parametric estimation signal extraction algorithm. Aiming at this problem, the bump hunting combination algorithm(BHC) is proposed, which extracts echo signal position under low SNR echo data, removes noise pixels and provides favorable conditions for target recognition by combining the convex features of echo signals and pixelwise cross correlation. According to the experimental results, when using 500 frames of echo data, BHC improved 15.10 % of the target reduction degree and 21 times of the image signal-to-noise ratio compared peak-picking method, increased 3.83 % of the target reduction degree and 15 times of the image signal-to-noise ratio compared the maximum likelihood estimation(MLE) algorithm.
机译:地理团模式雪崩照片二极管(GM-APD)激光雷达在白天的高背景噪声的情况下导致数据分布的峰值被噪声发射而不是信号,这种现象导致提取峰值特征难以提取峰值特征通过使用传统的非参数估计信号提取算法,信号,通过传统的非参数估计信号提取算法丢失三维范围图像的目标像素和低图像信噪比。针对这个问题,提出了凸起狩猎组合算法(BHC),其在低SNR回波数据下提取回波信号位置,除去噪声像素,并通过组合回声信号的凸起特征和像素互相关来提供目标识别的有利条件。根据实验结果,当使用500帧的回声数据时,BHC改善了目标降低程度的15.10%和图像信噪比的21倍,比较了峰值拾取方法,增加了目标降低程度的3.83%图像信噪比的15次比较了最大似然估计(MLE)算法。

著录项

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  • 作者单位

    Harbin Inst Technol Inst Optoelect Natl Key Lab Sci &

    Technol Tunable Laser Harbin 150001 Heilongjiang Peoples R China;

    Harbin Inst Technol Inst Optoelect Natl Key Lab Sci &

    Technol Tunable Laser Harbin 150001 Heilongjiang Peoples R China;

    Sci &

    Technol Complex Syst Control &

    Intelligent Beijing 100074 Peoples R China;

    Harbin Inst Technol Inst Optoelect Natl Key Lab Sci &

    Technol Tunable Laser Harbin 150001 Heilongjiang Peoples R China;

    Harbin Inst Technol Inst Optoelect Natl Key Lab Sci &

    Technol Tunable Laser Harbin 150001 Heilongjiang Peoples R China;

    Harbin Inst Technol Inst Optoelect Natl Key Lab Sci &

    Technol Tunable Laser Harbin 150001 Heilongjiang Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 光学 ;
  • 关键词

    Bump hunting; Gm-APD; Signal extraction algorithm;

    机译:碰撞;GM-APD;信号提取算法;

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