长沙理工大学学报(自然科学版)
自适应a-shapes平面点云边界提取方法
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廖中平(1972-),男,湖南娄底人,长沙理工大学副教授,博士,主要从事GNSS、三维点云数据处理等方面的研究。E-mail:cslzhp@csust.edu.cn

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P209;TP391.7;O438

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国家自然科学基金资助项目(41671446);湖南省科技创新计划(重点研发计划)(2018SK2011);湖南省教育厅资助科研项目(17B004);长沙理工大学研究生创新项目(CX2017SS03)


Adaptive Alpha-shapes plane point cloud boundary extraction method
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    摘要:

    针对基于微切面的点云边界提取方法在 LiDAR点云边界提取中效率低,难以保证边界提取的精细度和完整性问题,提出了一种可调节滚动圆半径的a-shapes平面点云边界提取算法。该算法首先将点云数据栅格化,排除非边界点,并通过计算 P点的 K 个邻近点平均距离和增设调节因子,设置滚动圆半径a,最后采用a-shapes算法提取点云边界。对近邻 K 值、点云形状和点云密度等分析,证明近邻 K 值与调节因子ω 之间具有函数关系,及调节因子与点云密度和点云形状无关的结论。结果证明:该算法在准确提取点云边界情况下,能够快速提取完整点云边界,提高后续点云重建速度与效率,该算法具有良好的稳健性。

    Abstract:

    Aiming at improving the efficiency of point cloud boundary extraction method,based on micro-cut surface in LiDAR point cloud, and to ensure the fineness and integrity ofboundary extraction, an a-shapes algorithm of adjustable rolling circle radius is proposed todeal with plane point cloud boundary.The algorithm firstly rasterized point cloud data andthen excluded non-boundary points.Thirdly, rolling round radius was set by a regulatoryfactor and the average distance between K adjacent points of P.Finally, a-shapes algorithmwas utilized to extract the point cloud boundary.To analyze the relationship among the knearest neighbors, point cloud shape and point cloud density, it is proved that there is a func-tional relationship between the K value and the regulating factorω.And the regulatory fac-to r is independent of point cloud density and point cloud shape.The results showed that thisalgorithm can quickly extract the complete point cloud boundary and improve the speed andefficiency of subsequent point cloud reconstruction under the condition of accurately extrac-ting the point cloud boundary, with good robustness.

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引用本文

廖中平,陈立,白慧鹏,等.自适应a-shapes平面点云边界提取方法[J].长沙理工大学学报(自然科学版),2019,16(2):15-21.
LIAO Zhong-ping, CHEN Li, BAI Hui-peng, et al. Adaptive Alpha-shapes plane point cloud boundary extraction method[J]. Journal of Changsha University of Science & Technology (Natural Science),2019,16(2):15-21.

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  • 在线发布日期: 2022-04-24
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