禄丰恐龙谷UAV LiDAR点云构建背斜数字地貌模型研究
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国家自然科学基金项目(No.62266026;No.41861054)资助。


Study on UAV LiDAR point clouds construction of backslope digital geomorphology model in Lufeng Dinosaur Valley
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    摘要:

    UAV LiDAR具有高效、准确地采集复杂地形点云数据的优势,已成为构建精准数字地貌模型的重要手段。然而,针对背斜地貌的UAV LiDAR点云构建数字地貌模型的插值误差研究缺乏,严重制约了其在地貌学研究中的应用。本文基于禄丰恐龙谷环状构造中背斜地貌的UAV LiDAR点云数据,优选了IDW、NN、RBF、TIN、OK插值算法的关键参数,采用交叉验证和模型差异衡量不同点云密度和地表粗糙度下的插值精度,全局Moran指数、地貌参数分析误差的空间分布特征,基于最优的模型分析褶皱构造的形态特征。结果表明:1)IDW最优参数为权指数2和搜索点数16,RBF为规则样条函数和搜索点数24,OK为球面函数、无方向和搜索点数8;2)IDW最容易受点云密度的影响,TIN抑制插值误差随点云密度变化的效果最好,OK构建的模型最优;3)局部插值误差在空间上是可变的,地表粗糙度大的区域误差增加得快;4)该褶皱分为穹窿构造和短轴褶皱两类,翼间角为108~131°,背斜Ⅱ沿西南-东北向地下延伸。研究结果可为UAV LiDAR用于禄丰恐龙谷环状构造数字地貌建模及地表特征测量模拟分析提供参考。

    Abstract:

    UAV LiDAR has the advantage of efficient and accurate acquisition of complex terrain point clouds data,and has become an important means to build accurate digital landform model.However,there is a lack of research on the interpolation error of the digital geomorphological model constructed by UAV LiDAR point clouds for anticline landforms,which seriously restricts its application in geomorphological research.In this paper,based on UAV LiDAR point clouds data of anticline landform in Lufeng Dinosaur Valley ring structure,the key parameters of IDW,NN,RBF,TIN and OK interpolation algorithms are optimally selected,cross validation and model difference are used to measure the interpolation accuracy under different point clouds density and surface roughness.The spatial distribution characteristics of global Moran index and geomorphic parameter analysis error are analyzed.The morphological characteristics of fold structure are analyzed based on the optimal model.The results show that:1)the optimal parameters of IDW are weight index 2 and search points 16,RBF is regular spline function and search points 24,and OK is a spherical function,no direction and search points 8.2)IDW is most susceptible to the influence of point clouds density.TIN has the best effect on suppressing the interpolation error with the change of point clouds density.The model constructed by OK is optimal.3)The local interpolation error is spatially variable,and the regional error with large surface roughness increases rapidly.4)The fold is divided into dome structure and short axis fold.The inter wing angle is 108 ~ 131°.Anticline II extends underground along southwest northeast.The research results can provide a reference for UAV LiDAR for digital geomorphology modeling and surface feature measurement simulation analysis in the Lufeng Dinosaur Valley ring structure.

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杨在松,甘淑,袁希平,高莎,王泽华.禄丰恐龙谷UAV LiDAR点云构建背斜数字地貌模型研究[J].激光与红外,2023,53(6):859~868
YANG Zai-song, GAN Shu, YUAN Xi-ping, GAO Sha, WANG Ze-hua. Study on UAV LiDAR point clouds construction of backslope digital geomorphology model in Lufeng Dinosaur Valley[J]. LASER & INFRARED,2023,53(6):859~868

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  • 最后修改日期:2022-11-01
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  • 在线发布日期: 2023-06-15
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