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基于改进RANSAC的单光子激光雷达目标轨迹提取算法研究

盛明圳 白同正 郑小兵 翟文超 夏茂鹏

量子电子学报2025,Vol.42Issue(6):759-769,11.
量子电子学报2025,Vol.42Issue(6):759-769,11.DOI:10.3969/j.issn.1007-5461.2025.06.003

基于改进RANSAC的单光子激光雷达目标轨迹提取算法研究

Research on target trajectory extraction algorithm for single-photon lidar based on improved RANSAC

盛明圳 1白同正 2郑小兵 3翟文超 3夏茂鹏3

作者信息

  • 1. 中国科学技术大学环境科学与光电技术学院,安徽 合肥 230026||中国科学院合肥物质科学研究院安徽光学精密机械研究所,中国科学院通用光学定标与表征技术重点实验室,安徽 合肥 230031
  • 2. 江淮前沿技术协同创新中心,安徽 合肥 230000
  • 3. 中国科学院合肥物质科学研究院安徽光学精密机械研究所,中国科学院通用光学定标与表征技术重点实验室,安徽 合肥 230031
  • 折叠

摘要

Abstract

With the widespread application of low-slow-small(LSS)targets such as drones in many low-altitude airspace,LSS targets have gradually become a significant threat to low-altitude security.In response to the requirements for real-time and accurate target identification in the low-altitude airspace,a trajectory extraction algorithm for LSS targets based on single-photon lidar is proposed in this work.Single-photon lidar,with its photon-level detection sensitivity,has been widely used in fields such as target ranging.This algorithm utilizes the target distance information measured by lidar to transform the trajectory extraction problem into a line fitting problem based on the random sample consensus(RANSAC)algorithm,and then adaptively optimizes the RANSAC algorithm to extract target trajectories from a large number of echo point clouds.Experimental results show that when the target's movement speed varies between 45 m·s-1 and 75 m·s-1,and the background noise intensity varies between 500 counts·s-1 and 3500 counts·s-1,the algorithm demonstrates good adaptability,with errors always being controlled within 7 m and runtime within 75 ms.This method provides a feasible technical solution for real-time and accurate extraction of LSS target trajectories based on single-photon lidar.

关键词

激光技术/单光子激光雷达/低慢小目标/RANSAC算法/轨迹提取

Key words

laser techniques/single-photon lidar/low-slow-small target/RANSAC algorithm/trajectory extraction

分类

电子信息工程

引用本文复制引用

盛明圳,白同正,郑小兵,翟文超,夏茂鹏..基于改进RANSAC的单光子激光雷达目标轨迹提取算法研究[J].量子电子学报,2025,42(6):759-769,11.

基金项目

江淮前沿技术协同创新中心追梦基金(2023-ZM01K002) (2023-ZM01K002)

量子电子学报

OA北大核心

1007-5461

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