基于激光雷达点云特征自动提取的城市环境三维研究

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引用次数: 4

摘要

研究问题介绍。概述了需要在城市研究中引入新技术的一些必要性以及与这些引入相对应的挑战,重点是城市遥感工具。本文的研究目标是概述作者对城市环境建模中自动特征提取算法内容的原始贡献,以及代表城市研究的原始网络软件。激光雷达管道内建筑检测、提取和3D重建中的AFE方法:专题概述。由于从原始激光雷达数据中提取特征,因此从广泛的文献综述中总结了整个AFE算法方法。一个城市特征提取的复合模型样本,整个AFE算法流程图,以及一些MSL处理的结果已经可视化。特征检测、分类、分割和重建作为统一的LiDAR管道的组成部分。EOS激光雷达工具(ELiT)和我们解决AFE问题的关键原始算法方法。该网络软件是在概述的多功能研究方法的基础上开发的。该软件在分布式信息系统中具有几个基本功能:建筑提取、农村建筑提取、变化检测和数字高程模型生成。详细介绍了软件实现的两种基本算法方法:建筑提取工具提供的高多面体建模和建筑提取农村地区工具提供的低多面体建模。Voronoi图在最终建模阶段广泛用于聚类邻接性,作为我们对现有LPM方法的原始更新:它适用于屋顶聚类邻接性确定和共面聚类分离,应用有限图避免邻接性确定的副作用,它适用于遮阳篷/ overhand识别。ELiT Geoportal。EGP被描述为一种门户网站,用于查找、访问和处理激光雷达地理空间的主要和派生信息,并通过互联网提供相关的地理服务(显示、编辑、分析等)。我们的地质门户网站的主要特点已经列出,并提供了一些插图,为上传的项目。结论及未来工作。基于激光雷达数据的自动特征提取技术是一种非常有前途的城市环境多组分模拟解决方案,可用于城市的不同应用。EGP的用例被概括为一些热点问题:用建筑物的几何形状估计人口;供暖和制冷的能源需求;城市环境可视性分析。
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Urban environment 3D studies by automated feature extraction from LiDAR point clouds
Research problem introduction. Both a number of necessities that require the novel technological introductions in urban studies and the challengers corresponding to these introductions have been outlined with the emphasis on the urban remote sensing tools. The research goal of this text is to outline the authors’ original contribution to the algorithmic content of the automated feature extraction upon the urban environment modeling, as well as to represent the original web-software for urban studies. AFE methods in the building detection, extraction and 3D reconstruction within the LiDAR pipeline: a thematic overview. The overall AFE algorithmic approach has been summarized proceeding from an extensional literature review due to the feature extraction from raw lidar data. A sample of the composite model of an urban feature extracted, the overall AFE algorithmic flowchart, and few MSL processed results have been visualized. Feature detection, classification, segmentation and reconstruction have been presented as constituents of the united LiDAR pipeline. EOS LiDAR Tool (ELiT) and our key original algorithmic approaches to the AFE issues. The web-software has been developed on the base of the outlined multifunctional research approach. This software has several basic functionalities within the distributed information system: building extraction, building extraction in rural areas, change detection, and digital elevation model generation. Two basic algorithmic approaches implemented in the software have been explained in details: High Polyhedral Modeling provided by the Building Extraction tool, and Low Polyhedral Modeling provided by the Building Extraction Rural Area tool. The extensive usage of the Voronoi diagram for cluster adjacency on the finalizing modeling stage has been provided as our original update of the existing LPM methodology: its applying for the roof cluster adjacency determination and for separation of coplanar clusters, applying limited diagram for avoiding side effects of adjacency determination, its applying for the awning / overhand identification. ELiT Geoportal. The EGP has been depicted as a type of web portal used to find, access, and process LiDAR geospatial both primary, and derivative information, as well as to provide the associated geographic services (display, editing, analysis, etc.) via the Internet. The key characteristics of our Geoportal have been listed as well as some illustrations provided for the uploaded projects. Conclusion and future works. The automated feature extraction from lidar data technique has been presented with the authors’ updates as a highly promising solution for the multicomponent simulation of urban environment, that can be used for different applications for cities. The use-cases for the EGP have been outlined as hot issues: Population estimation with building geometries; Energy demand for heating and cooling; Visibility analysis in urban environment.
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