Application of physics-data-driven method to identify the weak interlayers in underground geotechnical engineering

IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Tunnelling and Underground Space Technology Pub Date : 2025-04-01 Epub Date: 2025-01-24 DOI:10.1016/j.tust.2025.106416
Zitao Chen , Quansheng Liu , Penghai Deng , Yin Bo , Demei Liu , Yucong Pan , Honggan Yu
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Abstract

The accurate description of the internal structure of weak interlayers is a prerequisite for the safe construction of deep geotechnical engineering with complicated geological conditions. Geophysical tomography techniques are usually used to detect the mechanical properties and spatial distribution and of deep weak interlayers. However, the mechanical properties of weak interlayers cannot be measured directly and the spatial distribution is conventionally difficult to explain by geophysical tomography techniques with ambiguous and inaccurate. In this work, a novel Physics-Data-Driven Method (PDDM) is proposed to identify the internal structure of weak interlayers based on inverse analysis. The constrained covariance matrix is constructed based on the results of geophysical tomography, and a structure similar to “fault core-damage zone-host rock” is achieved, which accurately describes the spatial distribution of weak interlayers. The field application results of Xiluodu underground chamber show: 1) Compared with conventional inverse analysis, PDDM enhances the convergence of simulation results to the field observations, with the relative error basically within 20%, meeting the engineering precision requirements; 2) PDDM can continuously optimize the spatial distribution of the weak interlayer based on the results of geophysical tomography, and finely identify the internal structure and distribution range. The results of PDDM have positive significance for engineering disaster prevention near weak interlayers.
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物理数据驱动方法在地下岩土工程软弱夹层识别中的应用
对软弱夹层内部结构的准确描述是复杂地质条件下深部岩土工程安全施工的前提。地球物理层析成像技术通常用于探测深部弱夹层的力学性质和空间分布。然而,弱夹层的力学性质不能直接测量,其空间分布也难以用地球物理层析成像技术来解释,且模糊和不准确。本文提出了一种基于逆分析的物理数据驱动方法(PDDM)来识别弱夹层内部结构。基于地球物理层析成像结果构建约束协方差矩阵,得到了类似“断层核-损伤带-寄主岩”的结构,准确描述了弱夹层的空间分布。溪洛渡地下硐室的现场应用结果表明:1)与常规逆分析相比,PDDM提高了模拟结果与现场观测的收敛性,相对误差基本在20%以内,满足工程精度要求;2)基于地球物理层析成像结果,PDDM可以不断优化弱夹层的空间分布,精细识别内部结构和分布范围。PDDM的研究结果对软弱夹层附近的工程防灾具有积极意义。
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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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