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用于露头岩石识别的激光雷达数据光谱模式分类

Spectral pattern classification in lidar data for rock identification in outcrops.

作者信息

Campos Inocencio Leonardo, Veronez Mauricio Roberto, Wohnrath Tognoli Francisco Manoel, de Souza Marcelo Kehl, da Silva Reginaldo Macedônio, Gonzaga Luiz, Blum Silveira César Leonardo

机构信息

VIZLab, Advanced Visualization Laboratory, UNISINOS, 93022-000 São Leopoldo, RS, Brazil.

VIZLab, Advanced Visualization Laboratory, UNISINOS, 93022-000 São Leopoldo, RS, Brazil ; PPGEO, Graduate Program on Geology, UNISINOS, 93022-000 São Leopoldo, RS, Brazil.

出版信息

ScientificWorldJournal. 2014 Feb 18;2014:539029. doi: 10.1155/2014/539029. eCollection 2014.

Abstract

The present study aimed to develop and implement a method for detection and classification of spectral signatures in point clouds obtained from terrestrial laser scanner in order to identify the presence of different rocks in outcrops and to generate a digital outcrop model. To achieve this objective, a software based on cluster analysis was created, named K-Clouds. This software was developed through a partnership between UNISINOS and the company V3D. This tool was designed to begin with an analysis and interpretation of a histogram from a point cloud of the outcrop and subsequently indication of a number of classes provided by the user, to process the intensity return values. This classified information can then be interpreted by geologists, to provide a better understanding and identification from the existing rocks in the outcrop. Beyond the detection of different rocks, this work was able to detect small changes in the physical-chemical characteristics of the rocks, as they were caused by weathering or compositional changes.

摘要

本研究旨在开发并实施一种方法,用于检测和分类从地面激光扫描仪获取的点云中的光谱特征,以识别露头中不同岩石的存在,并生成数字露头模型。为实现这一目标,创建了一个基于聚类分析的软件,名为K-Clouds。该软件是由南大河州大学(UNISINOS)与V3D公司合作开发的。此工具旨在首先对露头点云的直方图进行分析和解释,随后根据用户提供的类别数量来处理强度返回值。然后,地质学家可以对这些分类信息进行解释,以便更好地理解和识别露头中现有的岩石。除了检测不同的岩石外,这项工作还能够检测到岩石物理化学特征的微小变化,这些变化是由风化或成分变化引起的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7b8/3948466/555f1be07d38/TSWJ2014-539029.001.jpg

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