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基于统计黑箱模型的三峡地区蠕滑变形滑坡区域降雨预警系统

Regional Rainfall Warning System for Landslides with Creep Deformation in Three Gorges using a Statistical Black Box Model.

作者信息

Guo Zizheng, Yin Kunlong, Gui Lei, Liu Qingli, Huang Faming, Wang Tengfei

机构信息

Faculty of Engineering, China University of Geosciences, Wuhan, 430074, China.

Chongqing Wanzhou Institute of Geological Environment Monitoring, Chongqing, 404000, China.

出版信息

Sci Rep. 2019 Jun 20;9(1):8962. doi: 10.1038/s41598-019-45403-9.

Abstract

Establishing an efficient regional landslide rainfall warning system plays an important role in landslide prevention. To forecast the performance of landslides with creep deformation at a regional scale, a black box model based on statistical analysis was proposed and was applied to Yunyang County in the Three Gorges Reservoir area (TGRA), China. The data samples were selected according to the characteristics of the landslide displacement monitoring data. Then, the rainfall criteria applied to different time periods were determined by correlation analysis between rainfall events and landslides and by numerical simulation on landslide movement under certain rainfall conditions. The cumulative rainfall thresholds that were determined relied on the displacement ratio model, which considered landslide scale characteristics and the statistical relationship between daily rainfall data and monthly displacement data. These thresholds were then applied to a warning system to determine a five-level warning partition of landslides with creep deformation in Yunyang County. Finally, landslide cases and displacement monitoring data were used to validate the accuracy of the model. The validation procedure showed that the warning results of the model fit well with actual conditions and that this model could provide the basis for early warning of landslides with creep deformation.

摘要

建立高效的区域滑坡降雨预警系统对滑坡防治具有重要作用。为了在区域尺度上预测具有蠕变变形的滑坡的发生情况,提出了一种基于统计分析的黑箱模型,并将其应用于中国三峡库区云阳县。根据滑坡位移监测数据的特点选取数据样本。然后,通过降雨事件与滑坡之间的相关性分析以及在一定降雨条件下滑坡运动的数值模拟,确定适用于不同时间段的降雨标准。所确定的累积降雨阈值依赖于位移比模型,该模型考虑了滑坡规模特征以及日降雨数据与月位移数据之间的统计关系。然后将这些阈值应用于一个预警系统,以确定云阳县具有蠕变变形的滑坡的五级预警分区。最后,利用滑坡案例和位移监测数据对模型的准确性进行验证。验证过程表明,该模型的预警结果与实际情况吻合良好,可为具有蠕变变形的滑坡预警提供依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5055/6586655/7c4961b43288/41598_2019_45403_Fig2_HTML.jpg

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