隧道邻近岩溶裂隙的破坏特征:来自实验室观察和机器学习解释模拟的见解

IF 6.7 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Tunnelling and Underground Space Technology Pub Date : 2025-02-01 DOI:10.1016/j.tust.2024.106252
Enlin Ma , Jinxing Lai , Xulin Su , Tao Peng , Junling Qiu
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引用次数: 0

摘要

本研究主要通过详细的实验室模型实验,辅以机器学习解释模拟,研究岩溶裂隙附近隧道的力学响应和破坏机制。利用一种新颖的隧道岩溶裂隙模型试验系统,细致分析了隧道开挖过程中围岩的应力和位移演化,阐明了裂隙低刚度引起的岩石位移应力场的不均匀性和复杂性。实验结果描绘了岩石失稳的关键阶段,展示了水压如何与岩溶特征相互作用以诱发破坏。关键试验结果揭示了突水通道形成机制,这对理解岩溶裂隙附近隧道脆弱性具有重要意义。作为物理实验的补充,根据模拟结果,利用SHapley加性解释(SHAP)解释的深度残余网络(ResNet)来量化裂缝位置、侧压力系数和水力对裂缝临界安全距离的影响。这种综合方法提高了风险评估的准确性,并支持在受岩溶影响的隧道工程中制定有针对性的缓解战略,从而提高地下建筑的安全性和可持续性。
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Failure characteristics of tunnels neighbouring karst fissures: Insights from laboratory observations and machine learning-interpreted simulations
This study primarily investigates the mechanical responses and failure mechanisms of tunnels adjacent to karst fissures through detailed laboratory model experiments, supplemented by machine learning-interpreted simulations. Utilizing a novel tunnel-karst fissure model test system, we meticulously analysed stress and displacement evolution within the surrounding rock during tunnel excavation, elucidating unevenness and complexity of the rock displacement-stress field induced by the fissure’s low stiffness. The experimental findings delineate the critical phases of rock instability, showcasing how hydraulic pressures interact with karst features to induce failure. Key experimental results indicate a mechanism for the formation of water inrush channels, which are crucial for understanding tunnel vulnerability near karst fissures. Complementing the physical experiments, a deep residual network (ResNet), interpreted using SHapley Additive exPlanations (SHAP), was employed to quantify the impacts of fissure positions, lateral pressure coefficients, and hydraulic pressures on the critical safety distances of fissures, according to simulation results. This integrated approach enhances the precision of risk assessments and supports the development of targeted mitigation strategies in karst-affected tunnelling projects, thereby improving the safety and sustainability of underground constructions.
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来源期刊
Tunnelling and Underground Space Technology
Tunnelling and Underground Space Technology 工程技术-工程:土木
CiteScore
11.90
自引率
18.80%
发文量
454
审稿时长
10.8 months
期刊介绍: Tunnelling and Underground Space Technology is an international journal which publishes authoritative articles encompassing the development of innovative uses of underground space and the results of high quality research into improved, more cost-effective techniques for the planning, geo-investigation, design, construction, operation and maintenance of underground and earth-sheltered structures. The journal provides an effective vehicle for the improved worldwide exchange of information on developments in underground technology - and the experience gained from its use - and is strongly committed to publishing papers on the interdisciplinary aspects of creating, planning, and regulating underground space.
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