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Deciduous tree reconstruction algorithm based on cylinder fitting from mobile terrestrial laser scanned point clouds

机译:移动地面激光扫描点云基于圆柱拟合的落叶树重构算法

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摘要

Vector reconstruction of objects from an unstructured point cloud obtained with a LiDAR-based system (light detection and ranging) is one of the most promising methods to build three dimensional models of orchards. The cylinder fitting method for woody structure reconstruction of leafless trees from point clouds obtained with a mobile terrestrial laser scanner (MTLS) has been analysed. The advantage of this method is that it performs reconstruction in a single step. The most time consuming part of the algorithm is generation of the cylinder direction, which must be recalculated at the inclusion of each point in the cylinder. The tree skeleton is obtained at the same time as the cluster of cylinders is formed. The method does not guarantee a unique convergence and the reconstruction parameter values must be carefully chosen. A balanced processing of clusters has also been defined which has proven to be very efficient in terms of processing time by following the hierarchy of branches, predecessors and successors. The algorithm was applied to simulated MTLS of virtual orchard models and to MTLS data of real orchards. The constraints applied in the method have been reviewed to ensure better convergence and simpler use of parameters. The results obtained show a correct reconstruction of the woody structure of the trees and the algorithm runs in linear logarithmic time
机译:使用基于LiDAR的系统(光检测和测距)从非结构化点云中对对象进行矢量重建是构建果园三维模型的最有前途的方法之一。分析了使用移动地面激光扫描仪(MTLS)从点云中重建无叶树木的木结构的圆柱拟合方法。该方法的优点是它可以在单个步骤中执行重建。该算法最耗时的部分是圆柱方向的生成,必须在圆柱中包含每个点时重新计算该方向。在形成圆柱簇的同时获得树骨架。该方法不能保证唯一的收敛性,必须仔细选择重建参数值。还定义了集群的平衡处理,通过遵循分支,前任和后继的层次结构,事实证明在处理时间方面非常有效。该算法已应用于虚拟果园模型的模拟MTLS和实际果园的MTLS数据。已经审查了该方法中应用的约束,以确保更好的收敛性和更简单的参数使用。获得的结果表明正确重建了树木的木质结构,并且算法以线性对数时间运行

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