基于全局敏感性分析的斜坡稳定性评估

IF 1.7 4区 工程技术 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Complexity Pub Date : 2024-05-21 DOI:10.1155/2024/2333859
Zhaoxia Xu, Xiuzhen Wang, Lu Guo, Teng Yu
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引用次数: 0

摘要

参数的不确定性将对边坡稳定性产生重大影响,而灵敏度分析是不确定性研究中常用的方法。然而,传统的灵敏度分析方法需要耗费大量的计算时间。在计算一个参数的灵敏度指数时,其他参数都是固定值,无法同时考虑所有参数的不确定性。因此,本研究引入了基于方差的全局灵敏度分析(GSA)方法和与时刻无关的全局灵敏度分析(GSA)方法来确定岩土参数对边坡稳定性的影响。为求解 GSA 的重要性指数,分别开发了最小角回归算法、核密度估计和正交多项式估计方法,以获得基于方差的重要性指数和与时刻无关的重要性指数。所提出的方法允许所有变量在其变化范围内同时发生变化,并且具有较高的计算效率。结果与基于方差的蒙特卡洛模拟方法的结果一致,后者被认为是获得重要性指数的精确解。此外,还研究了剪切强度参数(c 和 φ)之间的相关性对重要性指数的影响,结果表明负相关会对重要性指数产生很大影响,进而影响斜坡的安全评估。研究了三个工程应用案例,对比结果表明岩土参数不确定性对安全系数(Fs)和破坏概率(pf)的影响是不同的。因此,基于 GSA 的方法可以将 Fs 与 pf 结合起来,将是一种很有前途的斜坡稳定性评估方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Stability Evaluation of Slope Based on Global Sensitivity Analysis

The uncertainty of parameters will have a significant impact on slope stability, where sensitivity analysis is a commonly used method in uncertainty research. However, traditional sensitivity analysis method costs much computation time. When calculating the sensitivity index of one parameter, all other parameters are taken as fixed values, and the uncertainty of all parameters cannot be considered simultaneously. Therefore, the variance-based and the moment-independent global sensitivity analysis (GSA) methods are both introduced to determine the influence of geotechnical parameters on slope stability in this study. To solve the importance index of GSA, the least angle regression algorithm, the kernel density estimation, and orthogonal polynomial estimation methods are developed to obtain variance-based importance index and the moment-independent importance index, respectively. The proposed methods allow all variables to change simultaneously within their variation range and have high computational efficiency. The results are in good at with those obtained by the variance-based Monte Carlo simulation method, which is considered as the exact solution forobtaining the importance index. The influence of the correlation between the shear strength parameters (c and φ) on the importance index is also studied, which indicates that the negative correlation will have a great impact on the importance index, which in turn affects the safety assessment of slope. Three engineering cases have been studied for engineering application, and the compared results indicate that the impact of the geotechnical parameters uncertainty on the safety factor (Fs) and failure probability (pf) are different. Therefore, the approaches based on GSA which can integrate the Fs with pf will be a promising approach for slope stability evaluation.

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来源期刊
Complexity
Complexity 综合性期刊-数学跨学科应用
CiteScore
5.80
自引率
4.30%
发文量
595
审稿时长
>12 weeks
期刊介绍: Complexity is a cross-disciplinary journal focusing on the rapidly expanding science of complex adaptive systems. The purpose of the journal is to advance the science of complexity. Articles may deal with such methodological themes as chaos, genetic algorithms, cellular automata, neural networks, and evolutionary game theory. Papers treating applications in any area of natural science or human endeavor are welcome, and especially encouraged are papers integrating conceptual themes and applications that cross traditional disciplinary boundaries. Complexity is not meant to serve as a forum for speculation and vague analogies between words like “chaos,” “self-organization,” and “emergence” that are often used in completely different ways in science and in daily life.
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