Semi-Automated rock block volume extraction from high-resolution 3D point clouds for enhanced rockfall hazard analysis

IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL International Journal of Rock Mechanics and Mining Sciences Pub Date : 2024-11-26 DOI:10.1016/j.ijrmms.2024.105982
Giampiero Mineo , Marco Rosone , Chiara Cappadonia
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Abstract

Rockfalls are critical landslide phenomena affecting human activities, with risk assessment based on hazard evaluation and potential impacts on exposed elements. Traditional methods for estimating unstable rock block volumes require direct measures often in hard-to-reach areas, hazardous, with time consuming approaches. This study introduces a semi-automatic method for estimating the most probable volume of the unstable blocks using open-source software (CloudCompare) to process 3D Point Cloud (PC) data obtained via Terrestrial Laser Scanning (TLS). The application area is a rock slope in a coastal sector of the northern Sicily (Italy) affected by frequent rockfalls phenomena. Both traditional field surveys and TLS were employed to characterize discontinuities and perform kinematic analyses. Volumes of already fallen blocks were directly measured, while unstable blocks were identified and volumetrically assessed using the PC-based procedure. Statistical analysis revealed that both created datasets conform to lognormal distributions; direct measurements show a better fit due to a larger sample size. Moreover, direct and indirect approaches were applied for recognition of main discontinuity sets influencing block detachment through planar sliding, toppling, and wedge failure. The proposed method offers a safer, more efficient alternative for rock mass characterization. Integration of traditional and remote sensing techniques facilitates accurate hazard evaluation, enhancing risk reduction strategies in vulnerable areas.
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从高分辨率三维点云中提取半自动岩块体积,加强落石危险分析
落石是影响人类活动的重要滑坡现象,其风险评估以危险评估和对暴露元素的潜在影响为基础。估算不稳定岩块体积的传统方法往往需要在难以到达的区域进行直接测量,危险性大,耗时长。本研究介绍了一种半自动方法,利用开源软件(CloudCompare)处理通过地面激光扫描(TLS)获得的三维点云(PC)数据,估算不稳定岩块的最大可能体积。应用领域是意大利西西里岛北部沿海地区的岩石斜坡,受频繁落石现象的影响。我们采用了传统的实地勘测和 TLS 来确定不连续面的特征并进行运动学分析。直接测量了已崩落岩块的体积,同时使用基于 PC 的程序对不稳定岩块进行识别和体积评估。统计分析表明,所创建的两个数据集都符合对数正态分布;由于样本量更大,直接测量的拟合效果更好。此外,直接和间接方法都被用于识别通过平面滑动、倾覆和楔形破坏影响块体剥离的主要不连续集。所提出的方法为岩体特征描述提供了一种更安全、更高效的替代方法。传统技术与遥感技术的结合有助于进行准确的危险评估,从而加强脆弱地区的风险降低战略。
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来源期刊
CiteScore
14.00
自引率
5.60%
发文量
196
审稿时长
18 weeks
期刊介绍: The International Journal of Rock Mechanics and Mining Sciences focuses on original research, new developments, site measurements, and case studies within the fields of rock mechanics and rock engineering. Serving as an international platform, it showcases high-quality papers addressing rock mechanics and the application of its principles and techniques in mining and civil engineering projects situated on or within rock masses. These projects encompass a wide range, including slopes, open-pit mines, quarries, shafts, tunnels, caverns, underground mines, metro systems, dams, hydro-electric stations, geothermal energy, petroleum engineering, and radioactive waste disposal. The journal welcomes submissions on various topics, with particular interest in theoretical advancements, analytical and numerical methods, rock testing, site investigation, and case studies.
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