首页> 外文OA文献 >Evaluación de la Peligrosidad de Deslizamientos de laderas empleando Técnicas de Regresión Logística/ Hazard Assessment of earthquake-triggered landslides using logistic regressionudtecniques
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Evaluación de la Peligrosidad de Deslizamientos de laderas empleando Técnicas de Regresión Logística/ Hazard Assessment of earthquake-triggered landslides using logistic regressionudtecniques

机译:使用Logistic回归技术评估滑坡的危险性/使用Logistic回归评估地震触发的滑坡的危险性 ud技术

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摘要

In this paper, a hazard assessment of earthquake-triggered landslides model is applied to a local-scale area using logistic regression techniques. The probability of landslide occurrence is considered as dependent variable, which is modelized by a sigmoid function (taking values between 0 and 1), and the independent variables are the factors related to the susceptibility of the terrain. The methodology is implemented in a Geographical Information System (GIS), where the different susceptibility factors (elevation, slope, aspect, mean annual precipitation, lithology, land uses and roughness terrain) are stored, together with an inventory of landslides in order to calibrate the model in a subsequent phase. An application is developed in a 10x6 km area at Santa Tecla (El Salvador) , modelling the scenario of 13th January 2001 with the necessary information to define the susceptibility as well as the triggering function: digital cartography 1:25.000, geological maps, rainfall database and strong-motion records of the 2001 earthquake. Results show the variables that more influence susceptibility and a hazard map which is contrasted with the landslides inventory. Finally, a high concordance between the landslides inventory and high-hazard areas is observed.
机译:本文采用Logistic回归技术将地震触发的滑坡模型进行了灾害评估。滑坡发生的可能性被认为是因变量,可以通过S型函数(取值介于0和1之间)进行建模,而自变量是与地形敏感性相关的因素。该方法在地理信息系统(GIS)中实施,其中存储了不同的敏感性因子(海拔,坡度,纵横比,年平均降水量,岩性,土地利用和粗糙度地形)以及滑坡清单,以便进行校准。后续阶段中的模型。在Santa Tecla(萨尔瓦多)的一个10x6公里区域中开发了一个应用程序,该模型以定义磁化率和触发函数的必要信息为模型,模拟了2001年1月13日的情景:数字地图1:25.000,地质图,降雨数据库和2001年地震的强震记录。结果表明,变量对磁化率的影响更大,并且有一个与滑坡清单形成对比的灾害图。最后,观察到滑坡清单与高危地区之间的高度一致性。

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