Suppr超能文献

基于预测区间原理的滑坡连续概率降雨阈值分析的案例研究。

Case study of a landslide continuous probability rainfall threshold analysis based on the prediction interval principle.

机构信息

Department of Geotechnical Engineering, College of Civil Engineering, Tongji University, Shanghai, 200092, China.

Key Laboratory of Geotechnical and Underground Engineering of the Ministry of Education, Tongji University, Shanghai, 200092, China.

出版信息

Sci Rep. 2023 Feb 10;13(1):2434. doi: 10.1038/s41598-023-29625-6.

Abstract

Bazhong City is located on stratum dominated by red-bed conditions. This type of weak geological condition with sand and mudstone interbedding is very easily affected by climatic conditions to produce rainfall-type landslides. On the basis of landslide data statistics collected in Bazhong City from 2011 to 2019, this paper uses ERA5-Land rainfall data to statistically analyze the correlation between rainfall and landslide events in Bazhong City. The landslide events in Bazhong City are greatly affected by rainfall events lasting for 10 days. Considering the influence of rainfall seepage and other processes, an effective cumulative rainfall-duration threshold curve for Bazhong City is obtained via median nonlinear fitting. Then, on the basis of the prediction interval, the rainfall threshold formula under different landslide occurrence probabilities is obtained and the critical threshold curve with a non-exceeding probability of 1% in Bazhong City is calculated and verified. Subsequently, a continuous probability distribution fitting function of landslide occurrence is established and a continuous probability distribution surface with a good fitting effect in Bazhong City is obtained. This allows a definite probability of whether future rainfall events will induce landslides to be obtained, providing an important basis for engineering disaster prevention and mitigation.

摘要

巴中市地处红层地貌为主的地层区。这种砂泥岩互层的软弱地质条件,极易受气候条件影响而产生降雨型滑坡。本文基于 2011 年至 2019 年在巴中市收集的滑坡数据统计,利用 ERA5-Land 降雨数据,对巴中市降雨与滑坡事件的相关性进行了统计分析。研究表明,巴中市的滑坡事件受持续 10 天的降雨事件影响较大。考虑到降雨入渗等过程的影响,通过中位数非线性拟合得到了巴中市有效的累计降雨-历时阈值曲线。然后,基于预测区间,得到了不同滑坡发生概率下的降雨阈值公式,并计算和验证了巴中市概率不超过 1%的临界阈值曲线。随后,建立了滑坡发生的连续概率分布拟合函数,得到了巴中市拟合效果良好的连续概率分布面。这使得未来降雨事件是否会诱发滑坡有了明确的概率,为工程防灾减灾提供了重要依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4c3/9918516/c61ca5f77f46/41598_2023_29625_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验