Incorporating electrical sounding survey into geostatistical electrical resistivity tomography for high-resolution characterization of karst aquifer

IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Journal of Hydrology Pub Date : 2025-03-05 DOI:10.1016/j.jhydrol.2025.133018
Bin Zhang , Yue Liang , Pingyi Wang , Tian-chyi Jim Yeh , Lei Dai , Rifeng Xia , Hongjie Zhang , Bin Xu , Shuai Zhang
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Abstract

Aquifer characterization is vital for researching hydrogeology and engineering safety in karst regions. However, the significant heterogeneity of karst aquifers poses great challenges to tomography methods. Our study introduces a cost-effective framework to enhance geostatistical electrical resistivity tomography (GERT) under sparse observations by integrating electrical sounding (ES) methods. The effectiveness of this approach is demonstrated by conducting sandbox experiments. It shows that the discrete apparent electrical conductivity points derived by the ES survey help distinguish between matrix and conduits. Meanwhile, the GERT can effectively characterize the heterogeneity of karst aquifers with adequate nonredundant observations. Subsequently, apparent electrical conductivity is employed to derive prior information (initial guess field, variance, mean, and correlation length) to improve estimation under sparse observation patterns. However, the raw apparent electrical conductivity point data or Kriging field does not significantly enhance GERT estimation due to discrepancies between apparent and actual electrical conductivity. Moreover, the Kriging field is converted to the conductivity level acquired by the unconditional equivalent homogeneous approach via the feature scaling method. Afterward, observations required for GERT are reduced by 73.03% at a similar imaging resolution by integrating the prior information of the scaled Kriging field. This study highlights the potential of ES information for improving the performance of GERT in karst terrains.
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将电测深测量与地统计电阻率层析成像相结合,实现岩溶含水层的高分辨率表征
含水层特征对研究岩溶地区水文地质和工程安全具有重要意义。然而,喀斯特含水层的显著非均质性给层析成像方法带来了巨大挑战。我们的研究引入了一个具有成本效益的框架,通过整合电测深(ES)方法来增强稀疏观测下的地统计电阻率层析成像(GERT)。通过沙盒实验验证了该方法的有效性。结果表明,ES测量得到的离散视电导率点有助于区分基质和导管。同时,GERT可以在充分的非冗余观测条件下有效地表征岩溶含水层的非均质性。随后,利用视电导率推导先验信息(初始猜测场、方差、均值和相关长度),以改进稀疏观测模式下的估计。然而,由于视电导率与实际电导率之间存在差异,原始视电导率点数据或克里格场并不能显著增强GERT估计。通过特征标度法将克里格场转换为无条件等效齐次法获得的电导率水平。之后,在相似的成像分辨率下,通过整合缩放克里格场的先验信息,GERT所需的观测值减少了73.03%。本研究强调了ES信息在改善喀斯特地形GERT性能方面的潜力。
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来源期刊
Journal of Hydrology
Journal of Hydrology 地学-地球科学综合
CiteScore
11.00
自引率
12.50%
发文量
1309
审稿时长
7.5 months
期刊介绍: The Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology and hydrogeology. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, hydraulics, agrohydrology, geomorphology, soil science, instrumentation and remote sensing, civil and environmental engineering are included. Social science perspectives on hydrological problems such as resource and ecological economics, environmental sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site.
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