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AN ENHANCED APPROACH FOR DETECTION OF BOULDERS ON NATURAL HILLSIDES USING IMAGE PROCESSING AND LIDAR TECHNOLOGIES

机译:利用图像处理和激光雷达技术检测天然山坡上的巨石的增强方法

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Boulders sitting on natural hillsides can pose a hazard to life and facilities downslope if they become unstable. To accurately assess boulder fall hazards of any hillside, it is important to map the locations and distribution of these boulders. Without such information, stability analysis and appropriate mitigation measures cannot be carried out. However, some of these boulders are scattered on steep natural hillsides and often covered by thick vegetation. Comprehensive field mapping of these boulders is time-consuming and labour-intensive, sometimes incomplete and may expose field personnel to an unsafe working environment. To overcome these constraints and reduce the amount of field mapping, remote sensing technology is considered a useful and effective alternative for boulder mapping. The Hong Kong Polytechnic University (HKPolyU) and the Geotechnical Engineering Office (GEO), Civil Engineering and Development Department of the Government of the Hong Kong Special Administrative Region have previously attempted to employ image processing to map boulders on natural hillsides and achieved a satisfactory level of accuracy. To enhance the previous approach, so as to increase the reliability and accuracy in boulder identification, a study adopting both image processing and airborne LiDAR technologies has recently been completed. In this study, the data from image processing and airborne LiDAR were extracted and processed using tailor-made algorithms to generate boulder polygons with their corresponding attributes such as dimensions, location and slope gradient. The results of this study indicate that this enhanced approach has significantly improved the reliability and accuracy of boulder identification. As only little fieldwork is required in this approach, it can avoid undesirable vegetation clearance required for provision of field access and reduce the risk to field personnel working on steep natural hillsides. This paper outlines the principles, assumptions, and details of the workflow for the enhanced approach for boulder detection on natural hillsides.
机译:巨石坐拥天然山坡可能会带来危害生命和设施下坡,如果他们变得不稳定。为了准确地评估任何山坡上的巨石坠落的危险,这些巨石的位置和分布图是很重要的。如果没有这样的信息,稳定性分析和适当的缓解措施无法进行。然而,这些巨石散布在陡峭的天然山坡,并经常被茂密的植被覆盖。这些巨石的综合实地测绘是耗时耗力,有时不完整,可能使现场人员以不安全的工作环境。为了克服这些限制,并减少字段映射的数量,遥感技术被认为是巨石映射有用和有效的替代方案。香港理工大学(HKPolyU)和土力工程处(GEO),土木工程和香港特区政府发展局先前已经尝试利用图像处理来映射自然山坡的巨石,并取得了令人满意的水平的准确性。为了提高先前的做法,以增加在大石识别的可靠性和准确性,采用两个图像处理和机载激光雷达技术研究最近已经完成。在这项研究中,提取和使用量身定制的算法与它们对应于生成巨石多边形属性,诸如尺寸,位置和坡度处理从图像处理和机载激光雷达数据。这项研究的结果表明,该增强方法已经显著改善的巨石识别可靠性和准确性。由于只有很少的实地考察在这种方法需要,它能够避免对提供的现场访问所需的不合意植被清除和减少风险,在陡峭的天然山坡工作的外地人员。本文概述的原则,假设和工作流程为天然山坡的巨石检测增强方法的细节。

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