基于激光雷达点云、无人机和图像处理的斯拉夫地下聚落自动分析

IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY
Klaudia Pasternak, Anna Fryśkowska-Skibniewska
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引用次数: 0

摘要

本文提出了一种用于文化遗产研究的聚落结构自动化分析方法。基于机载和无人机激光扫描系统获得的激光扫描数据,提出了一种自动、准确、高效的防御工事检测方法。首先,讨论了基于不同高度点云生成的数字高程模型的沉降结构自动检测方法。确定沉降提取的指标是为被检测物体确定的形状因子。这一指标能够排除非设防定居点的物体。其次,针对第一阶段检测到的目标,提出了从数字高程模型中提取垂直地形轮廓的方法。此外,为生成的地形剖面确定构成局部最大值和创建沉降轮廓的点。该方法的有效性是根据波兰境内的实际历史定居点结构,即由一个或两个要素组成的定居点来评估的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Automated analysis of Slavic buried settlements based on LiDAR point cloud, UAV and image processing

Automated analysis of Slavic buried settlements based on LiDAR point cloud, UAV and image processing
In this paper, a methodology for automated analysis of settlements structures is proposed for research in cultural heritage. The proposed automatic, accurate and efficient method for detecting fortified settlements is based on laser scanning data obtained from Airborne and UAV laser scanning systems. Firstly, the method of automated detection of settlement structures based on the Digital Elevation Model generated from point clouds that were obtained from various altitudes is discussed. The index that determined the extraction of settlements was the shape factor determined for the detected objects. This index enabled to eliminate objects that were not fortified settlements. Secondly, the methodology of extracting vertical terrain profiles from the Digital Elevation Model was proposed, for the objects that had been detected at the first stage of detection. Moreover, points that constitute local maxima and create the contour of the settlement were determined for the generated terrain profiles. The effectiveness of the methodology was assessed based on actual historical settlement structures, i.e. settlements consisting of one or two elements, located in Poland.
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来源期刊
Journal of Cultural Heritage
Journal of Cultural Heritage 综合性期刊-材料科学:综合
CiteScore
6.80
自引率
9.70%
发文量
166
审稿时长
52 days
期刊介绍: The Journal of Cultural Heritage publishes original papers which comprise previously unpublished data and present innovative methods concerning all aspects of science and technology of cultural heritage as well as interpretation and theoretical issues related to preservation.
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