The Potential and Implications of Automated Pre-Processing of LiDAR-Based Digital Elevation Models for Large-Scale Archaeological Landscape Analysis

IF 0.6 Q4 ENGINEERING, CIVIL
D. Novak, Filip Pruzinec, T. Lieskovský
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引用次数: 0

Abstract

Abstract LiDAR-derived digital elevation models (DEMs) have transformed the archaeological study of landscape features, broadened our technical capabilities, and enhanced the accuracy with which terrain relief is described. These models also place demands on how researchers and analysts interpret DEM content in the context of the modern landscape. LiDAR-based DEMs contain modern man-made structures that can significantly influence model properties. Although data are usually filtered and some of these artificial features are removed during bare-earth classification, many terrain interventions remain visible. This large-scale case study applies established methods to a freely available DEM of the Czech Republic in an attempt to evaluate differences between original and filtered DEMs. It applies a fully automated filtering procedure using vector topographic maps to avoid manual corrections that would make the procedure problematic when used on a macro scale. The results of our archaeological GIS analysis demonstrate that this procedure, despite its relative simplicity, can achieve a significantly better representation of a landscape compared to that offered by an unfiltered DEM. Finally, we propose a series of future steps with a view to developing a more comprehensive and accurate model and overcoming its limitations.
基于激光雷达的数字高程模型自动预处理用于大规模考古景观分析的潜力和意义
摘要激光雷达衍生的数字高程模型(DEM)改变了景观特征的考古研究,拓宽了我们的技术能力,并提高了描述地形起伏的准确性。这些模型还要求研究人员和分析人员如何在现代景观的背景下解释DEM内容。基于激光雷达的DEM包含现代人造结构,可以显著影响模型特性。尽管在裸土分类过程中通常会对数据进行过滤,并去除其中一些人工特征,但许多地形干预措施仍然可见。这项大规模案例研究将既定方法应用于捷克共和国免费提供的DEM,试图评估原始DEM和过滤DEM之间的差异。它使用矢量地形图应用全自动过滤程序,以避免在宏观尺度上使用时会使程序出现问题的手动校正。我们的考古GIS分析结果表明,尽管该程序相对简单,但与未经过滤的DEM相比,它可以实现更好的景观表现。最后,我们提出了一系列未来步骤,以期开发一个更全面、更准确的模型并克服其局限性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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21
审稿时长
29 weeks
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