Safety performance evaluation of a gently dipping bedding slope containing multiple weak interlayers in Southwest China

IF 3.3 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES
Le Zhang, Junyun Zhang, Zhen Gong, Changchun He, Jun Feng, Bo Xiang, Yufei Zhang, Fuzhou Gao
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Abstract

The failure modes and safety assessment methods of gently dipping bedding slopes containing multiple weak interlayers (GBSWs) are critical issues in engineering construction. In this study, engineering geological investigations and laboratory direct shear tests on undisturbed samples were conducted to elucidate the strength degradation mechanism and the evolution of strength parameters of the weak interlayers, while finite element simulations were employed to investigate the slope failure modes. Based on the laboratory test results and numerical simulations, a back-propagation neural network (BPNN) model was developed to enable rapid assessment of the operational safety of engineering slopes. The results indicate that the shear strength of the weak interlayers decreases significantly with increasing water content, while both cohesion and the internal friction angle exhibit an exponential decay. The bedrock–overburden interface and the weak interlayers within the slope constitute unfavorable interfaces. Following excavation-induced unloading, slope deformation develops preferentially along these interfaces, resulting in an overall stepped sliding–tensile cracking failure mode. Staged excavation, together with the timely implementation of protective measures after excavation, can effectively control the factor of safety (Fs) and the maximum horizontal displacement (|Ux|max) of the slope. Comparative trial calculations showed that the 5–10–2 BPNN architecture exhibited the best performance, yielding the lowest root mean square error (RMSE) and the highest coefficient of determination (R²). For GBSWs, an analytical limit equilibrium method applicable to the engineering feasibility study and preliminary design stages, together with a predictive assessment method based on machine learning for the safe operation stage, was proposed.

西南含多弱夹层缓倾斜顺层边坡安全性能评价
含多弱夹层缓倾斜顺层边坡的破坏模式及安全评价方法是工程建设中的关键问题。本研究通过工程地质调查和室内未扰动直剪试验,阐明软弱夹层强度退化机理和强度参数演化规律,并通过有限元模拟研究边坡破坏模式。基于室内试验结果和数值模拟,建立了快速评价工程边坡运行安全性的反向传播神经网络(BPNN)模型。结果表明:随着含水率的增加,软弱夹层的抗剪强度显著降低,黏聚力和内摩擦角均呈指数衰减;基岩-覆盖层界面和边坡内软弱夹层构成不利界面。开挖引起的卸荷后,边坡变形优先沿着这些界面发展,导致整体的阶梯式滑动-拉伸开裂破坏模式。分期开挖,开挖后及时实施防护措施,可有效控制边坡的安全系数(Fs)和最大水平位移(|Ux|max)。对比试验计算表明,5-10-2 BPNN结构表现出最好的性能,产生最低的均方根误差(RMSE)和最高的决定系数(R²)。针对GBSWs,提出了适用于工程可行性研究和初步设计阶段的解析极限平衡方法,以及适用于安全运行阶段的基于机器学习的预测评估方法。
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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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