GIS-based statistical and limit equilibrium models in the assessment of slope stability and landslide susceptibility: the case study of the Aomar Miocene basin, Bouira, Algeria

IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES
Nassim Hallal, Mouloud Hamidatou, Amal Medjnoun, Lamine Hamai, Atmane Lamali, Hany M. Hassan, Djouder Fahem
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引用次数: 0

Abstract

Landslides are the main gravitational phenomena in the Neogene basins of Algeria. This feature is mainly favored by the lithological nature of the fill materials, the climate, and the slope morphology. They are known for their high residential concentration and urban development. For better management and planning of future projects in landslide-prone areas, the use of Landslide Susceptibility Maps (LSMs) is indispensable. This study proposes a combined statistical and limit equilibrium method for the analysis of slope stability and for the production of LSMs using GIS in the Aomar Neogene basin (Bouira, Algeria). For this purpose, different work steps were carried out. Initially, a landslide inventory map was prepared based on existing studies, high-resolution aerial photography and satellite imagery analysis, as well as on detailed fieldwork. Besides, the geotechnical characterization of each geological formation was determined from the physical and mechanical parameters of recent and old geotechnical studies conducted in the region. A total, 169 landslides were compiled and randomly divided into training (70%) and validation (30%) datasets. Furthermore, eight factors influencing landslide occurrence (including slope angle, lithology, slope aspect, elevation, drainage density, distance to the rivers, distance to the roads, and rainfall) were selected and applied for the analysis. Moreover, the inventoried landslide and their associated factors were taken into account when mapping landslide susceptibility in the Aomar Neogene basin using Frequency Ratio (FR) models in GIS. On the other hand, a two-dimensional limit equilibrium (LE) model was used to determine the landslide-prone zones with a distinctive stability factor for each slope and the failure surface depth. Then, we have been able to verify and validate the obtained results for the statistical method using the Area Under the Curve (AUC) value of the Receiver Operating Characteristics Curves (ROC) method. For the frequency ratio models, the AUC is 83.23%, and for the limit equilibrium method, the safety factor is less than one for a slope greater than 16°. Based on these findings, we draw the conclusion that the maps may be exploited as practical instruments for land use planning and risk reduction in the Aomar Neogene basin.

Abstract Image

基于地理信息系统的统计和极限平衡模型在斜坡稳定性和滑坡易发性评估中的应用:阿尔及利亚布伊拉奥马尔中新世盆地案例研究
滑坡是阿尔及利亚新近纪盆地的主要重力现象。这一特征主要受填充材料的岩性、气候和斜坡形态的影响。这些地区以住宅密集和城市发展而闻名。为了更好地管理和规划易发生山体滑坡地区的未来项目,使用山体滑坡易发性地图(LSMs)是不可或缺的。本研究提出了一种统计和极限平衡相结合的方法,用于分析斜坡的稳定性,并利用地理信息系统绘制奥马尔新近纪盆地(阿尔及利亚布伊拉)的滑坡敏感性地图。为此,采取了不同的工作步骤。首先,根据现有研究、高分辨率航空摄影和卫星图像分析以及详细的实地考察,绘制了滑坡清查图。此外,还根据在该地区进行的近期和以往岩土工程研究的物理和机械参数,确定了每个地质构造的岩土工程特征。共收集了 169 个滑坡数据,并随机分为训练数据集(70%)和验证数据集(30%)。此外,还选取了影响滑坡发生的八个因素(包括坡角、岩性、坡面、海拔、排水密度、河流距离、道路距离和降雨量)进行分析。此外,在利用地理信息系统中的频率比(FR)模型绘制奥马尔新近纪盆地滑坡易发性图时,还考虑了所清查的滑坡及其相关因素。另一方面,利用二维极限平衡(LE)模型确定了滑坡易发区,并为每个斜坡和崩塌面深度确定了独特的稳定系数。然后,我们利用接收者工作特征曲线(ROC)法的曲线下面积(AUC)值对统计方法所获得的结果进行了验证和确认。对于频率比模型,AUC 值为 83.23%,而对于极限平衡法,当坡度大于 16°时,安全系数小于 1。基于这些发现,我们得出结论,这些地图可作为奥马尔新近纪盆地土地利用规划和降低风险的实用工具。
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来源期刊
Environmental Earth Sciences
Environmental Earth Sciences 环境科学-地球科学综合
CiteScore
5.10
自引率
3.60%
发文量
494
审稿时长
8.3 months
期刊介绍: Environmental Earth Sciences is an international multidisciplinary journal concerned with all aspects of interaction between humans, natural resources, ecosystems, special climates or unique geographic zones, and the earth: Water and soil contamination caused by waste management and disposal practices Environmental problems associated with transportation by land, air, or water Geological processes that may impact biosystems or humans Man-made or naturally occurring geological or hydrological hazards Environmental problems associated with the recovery of materials from the earth Environmental problems caused by extraction of minerals, coal, and ores, as well as oil and gas, water and alternative energy sources Environmental impacts of exploration and recultivation – Environmental impacts of hazardous materials Management of environmental data and information in data banks and information systems Dissemination of knowledge on techniques, methods, approaches and experiences to improve and remediate the environment In pursuit of these topics, the geoscientific disciplines are invited to contribute their knowledge and experience. Major disciplines include: hydrogeology, hydrochemistry, geochemistry, geophysics, engineering geology, remediation science, natural resources management, environmental climatology and biota, environmental geography, soil science and geomicrobiology.
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