Research graph
References from Quantitative monitoring of DNAPL source zone evolution in heterogeneous aquifers via deep-learning fusion of time-lapse surface and cross-borehole ERT with borehole constraints. Local targets link to admitted publications; unresolved targets remain external evidence.
A convolutional neural network approach to electrical resistivity tomography
10.1016/j.jappgeo.2021.104434 · 2021 · External reference
Mapping and monitoring of DNAPL source zones with combined direct current resistivity and induced polarization: a field‐scale numerical investigation
10.1029/2021wr031366 · 2021 · External reference
DNAPL detection and delineation with the radon-deficit technique: analysis of applicability and limitations with a real case-study
10.1021/acs.est.5c13917 · 2025 · External reference
Predicting DNAPL mass discharge from pool-dominated source zones
10.1016/j.jconhyd.2010.02.005 · 2010 · External reference
Applying petrophysical models to radar travel time and electrical resistivity tomograms: resolution-dependent limitations
10.1029/2004jb003569 · 2005 · External reference
Using sequential Gaussian simulation to assess the field-scale spatial uncertainty of soil water content
10.1016/j.catena.2009.08.001 · 2009 · External reference
Quantitative assessment of electrical resistivity tomography for monitoring DNAPLs migration–comparison with high-resolution light transmission visualization in laboratory sandbox
10.1016/j.jhydrol.2016.11.036 · 2017 · External reference
The fate of DNAPL contaminants in non-consolidated subsurface systems - discussion on the relevance of effective source zone geometries for plume propagation
10.1016/j.jhazmat.2019.04.083 · 2019 · External reference
Organic contaminant transport and fate in the subsurface: evolution of knowledge and understanding
10.1002/2015wr017121 · 2015 · External reference
Testing of a novel multi-branch horizontal well remediation technology for in situ remediation of contaminated soil and groundwater
10.1016/j.jenvman.2023.118583 · 2023 · External reference
Real-time monitoring of in situ chemical oxidation (ISCO) of dissolved TCE by integrating electrical resistivity tomography and reactive transport modeling
10.1016/j.watres.2024.121195 · 2024 · External reference
Full‐scale demonstration of in situ cometabolic biodegradation of trichloroethylene in groundwater 2. Comprehensive analysis of field data using reactive transport modeling
2002 · External reference
Gravity-destabilized nonwetting phase invasion in macroheterogeneous porous media: near-pore-scale macro modified invasion percolation simulation of experiments
10.1029/2000wr900294 · 2001 · External reference
Integrating hydraulic tomography, electrical resistivity tomography, and partitioning interwell tracer test datasets to improve identification of pool-dominated DNAPL source zone architecture
10.1016/j.jconhyd.2021.103809 · 2021 · External reference
Improved characterization of DNAPL source zones via sequential hydrogeophysical inversion of hydraulic‐head, self‐potential and partitioning tracer data
10.1029/2020wr027627 · 2020 · External reference
10.1029/2023wr036864
10.1029/2023wr036864 · External reference
Characterization of DNAPL source zones in clay-sand media via joint inversion of DC resistivity, induced polarization and borehole data
10.1016/j.jconhyd.2023.104240 · 2023 · External reference
Coupled hydrogeophysical inversion to identify non-Gaussian hydraulic conductivity field by jointly assimilating geochemical and time-lapse geophysical data
10.1016/j.jhydrol.2019.124092 · 2019 · External reference
Chlorinated solvent source zone remediation
2014 · External reference
A model for hysteretic constitutive relations governing multiphase flow: 3. Refinements and numerical simulations
10.1029/wr025i007p01727 · 1989 · External reference
Unresolved reference
2003 · External reference
V-net deep imaging method for electrical resistance tomography
10.1109/jsen.2020.2973337 · 2020 · External reference
Utilizing machine learning algorithm for finely three-dimensional delineation of soil-groundwater contamination in a typical industrial park, North China: importance of multisource auxiliary data
10.1016/j.scitotenv.2023.168598 · 2024 · External reference
Resolution enhancement of electrical resistivity tomography based on deep learning
2023 · External reference
Laboratory investigation of DNAPL migration in porous media
10.1016/j.jhazmat.2009.11.141 · 2010 · External reference
Geophysical monitoring of hydrocarbon-contaminated soils remediated with a bioelectrochemical system
10.1021/acs.est.6b00535 · 2016 · External reference
Mapping and monitoring dense non-aqueous phase liquid source zone by fused surface and cross-borehole electrical resistivity tomography
10.1016/j.jhazmat.2024.135618 · 2024 · External reference
Groundwater and soil contamination by LNAPL: state of the art and future challenges
10.1016/j.scitotenv.2023.162394 · 2023 · External reference
3D electrical resistivity tomography to locate DNAPL contamination in an urban environment
2011 · External reference
Time-lapse laboratory tests to monitor multiple phases of DNAPL in a porous medium
2019 · External reference
Electrical permittivity and resistivity time lapses of multiphase DNAPLs in a lab test
10.1002/2014wr015291 · 2015 · External reference
Enhancing DC resistivity data two-dimensional inversion result by using U-net based deep learning-algorithm: examples from archaegeophysical surveys
10.1016/j.jappgeo.2024.105430 · 2024 · External reference
Geoelectrical monitoring of dense non-aqueous phase liquid (DNAPL) remediation: numerical, experimental, and field studies
2021 · External reference
Evaluating four-dimensional time-lapse electrical resistivity tomography for monitoring DNAPL source zone remediation
10.1016/j.jconhyd.2014.04.004 · 2014 · External reference
Architecture, persistence and dissolution of a 20 to 45 year old trichloroethene DNAPL source zone
10.1016/j.jconhyd.2014.09.008 · 2014 · External reference
10.1007/978-3-319-24574-4_28
10.1007/978-3-319-24574-4_28 · External reference
pyGIMLi: an open-source library for modelling and inversion in geophysics
10.1016/j.cageo.2017.07.011 · 2017 · External reference
Improved ERT imaging with 3-D surface-to-horizontal borehole configurations: relevance to dense non-aqueous phase liquids
10.1093/gji/ggae056 · 2024 · External reference
A comparative study of DNAPL migration and transformation in confined and unconfined groundwater systems
10.1016/j.watres.2023.120649 · 2023 · External reference
U-net and its variants for medical image segmentation: a review of theory and applications
10.1109/access.2021.3086020 · 2021 · External reference
A review of NAPL source zone remediation efficiency and the mass flux approach
10.1016/j.jhazmat.2004.02.034 · 2004 · External reference
A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
10.2136/sssaj1980.03615995004400050002x · 1980 · External reference
Convolutional neural networks with SegNet architecture applied to three-dimensional tomography of subsurface electrical resistivity: CNN-3D-ERT
10.1093/gji/ggab024 · 2021 · External reference
Deep-learning-based inverse modeling approaches: a subsurface flow example
10.1029/2020jb020549 · 2021 · External reference
Electrical impedance tomography deep imaging with dual-branch U-Net based on deformable convolution and hyper-convolution
2024 · External reference
Deep learning-enhanced inverse framework for high-fidelity characterization of heterogeneous aquifers and DNAPL contamination zones using sparse geophysical data
10.1016/j.jhydrol.2025.133693 · 2025 · External reference
Characterizing multi-source DNAPL source zone architecture in channelized aquifers using a geophysics-informed hybrid deep learning framework
10.1029/2026gl122274 · 2026 · External reference
The evolving roles of electrical geophysical methods for in situ remediation assessment: progress and perspectives
10.1029/2025wr043172 · 2026 · External reference
Towards efficient in situ gas thermal desorption remediation assisted with cross-borehole resistivity tomography
10.1016/j.watres.2025.123587 · 2025 · External reference
Bayesian geophysical inversion using invertible neural networks
10.1029/2021jb022320 · 2021 · External reference
Efficient estimation of groundwater contaminant source and hydraulic conductivity by an ILUES framework combining GAN and CNN
10.1016/j.jhydrol.2023.129677 · 2023 · External reference
Electrical permittivity and resistivity time lapses of multiphase DNAPLs in a lab test
10.1002/2014wr015291 · ExternalCitation · doi-reference
Organic contaminant transport and fate in the subsurface: evolution of knowledge and understanding
10.1002/2015wr017121 · ExternalCitation · doi-reference
10.1007/978-3-319-24574-4_28
10.1007/978-3-319-24574-4_28 · ExternalCitation · doi-reference
pyGIMLi: an open-source library for modelling and inversion in geophysics
10.1016/j.cageo.2017.07.011 · ExternalCitation · doi-reference
Using sequential Gaussian simulation to assess the field-scale spatial uncertainty of soil water content
10.1016/j.catena.2009.08.001 · ExternalCitation · doi-reference
A convolutional neural network approach to electrical resistivity tomography
10.1016/j.jappgeo.2021.104434 · ExternalCitation · doi-reference
Enhancing DC resistivity data two-dimensional inversion result by using U-net based deep learning-algorithm: examples from archaegeophysical surveys
10.1016/j.jappgeo.2024.105430 · ExternalCitation · doi-reference
Predicting DNAPL mass discharge from pool-dominated source zones
10.1016/j.jconhyd.2010.02.005 · ExternalCitation · doi-reference
Evaluating four-dimensional time-lapse electrical resistivity tomography for monitoring DNAPL source zone remediation
10.1016/j.jconhyd.2014.04.004 · ExternalCitation · doi-reference
Architecture, persistence and dissolution of a 20 to 45 year old trichloroethene DNAPL source zone
10.1016/j.jconhyd.2014.09.008 · ExternalCitation · doi-reference
Integrating hydraulic tomography, electrical resistivity tomography, and partitioning interwell tracer test datasets to improve identification of pool-dominated DNAPL source zone architecture
10.1016/j.jconhyd.2021.103809 · ExternalCitation · doi-reference
Characterization of DNAPL source zones in clay-sand media via joint inversion of DC resistivity, induced polarization and borehole data
10.1016/j.jconhyd.2023.104240 · ExternalCitation · doi-reference
Testing of a novel multi-branch horizontal well remediation technology for in situ remediation of contaminated soil and groundwater
10.1016/j.jenvman.2023.118583 · ExternalCitation · doi-reference
A review of NAPL source zone remediation efficiency and the mass flux approach
10.1016/j.jhazmat.2004.02.034 · ExternalCitation · doi-reference
Laboratory investigation of DNAPL migration in porous media
10.1016/j.jhazmat.2009.11.141 · ExternalCitation · doi-reference
The fate of DNAPL contaminants in non-consolidated subsurface systems - discussion on the relevance of effective source zone geometries for plume propagation
10.1016/j.jhazmat.2019.04.083 · ExternalCitation · doi-reference
Mapping and monitoring dense non-aqueous phase liquid source zone by fused surface and cross-borehole electrical resistivity tomography
10.1016/j.jhazmat.2024.135618 · ExternalCitation · doi-reference
Quantitative assessment of electrical resistivity tomography for monitoring DNAPLs migration–comparison with high-resolution light transmission visualization in laboratory sandbox
10.1016/j.jhydrol.2016.11.036 · ExternalCitation · doi-reference
Coupled hydrogeophysical inversion to identify non-Gaussian hydraulic conductivity field by jointly assimilating geochemical and time-lapse geophysical data
10.1016/j.jhydrol.2019.124092 · ExternalCitation · doi-reference
Efficient estimation of groundwater contaminant source and hydraulic conductivity by an ILUES framework combining GAN and CNN
10.1016/j.jhydrol.2023.129677 · ExternalCitation · doi-reference
Deep learning-enhanced inverse framework for high-fidelity characterization of heterogeneous aquifers and DNAPL contamination zones using sparse geophysical data
10.1016/j.jhydrol.2025.133693 · ExternalCitation · doi-reference
Groundwater and soil contamination by LNAPL: state of the art and future challenges
10.1016/j.scitotenv.2023.162394 · ExternalCitation · doi-reference
Utilizing machine learning algorithm for finely three-dimensional delineation of soil-groundwater contamination in a typical industrial park, North China: importance of multisource auxiliary data
10.1016/j.scitotenv.2023.168598 · ExternalCitation · doi-reference
A comparative study of DNAPL migration and transformation in confined and unconfined groundwater systems
10.1016/j.watres.2023.120649 · ExternalCitation · doi-reference
Real-time monitoring of in situ chemical oxidation (ISCO) of dissolved TCE by integrating electrical resistivity tomography and reactive transport modeling
10.1016/j.watres.2024.121195 · ExternalCitation · doi-reference
Towards efficient in situ gas thermal desorption remediation assisted with cross-borehole resistivity tomography
10.1016/j.watres.2025.123587 · ExternalCitation · doi-reference
DNAPL detection and delineation with the radon-deficit technique: analysis of applicability and limitations with a real case-study
10.1021/acs.est.5c13917 · ExternalCitation · doi-reference
Geophysical monitoring of hydrocarbon-contaminated soils remediated with a bioelectrochemical system
10.1021/acs.est.6b00535 · ExternalCitation · doi-reference
Gravity-destabilized nonwetting phase invasion in macroheterogeneous porous media: near-pore-scale macro modified invasion percolation simulation of experiments
10.1029/2000wr900294 · ExternalCitation · doi-reference
Applying petrophysical models to radar travel time and electrical resistivity tomograms: resolution-dependent limitations
10.1029/2004jb003569 · ExternalCitation · doi-reference
Deep-learning-based inverse modeling approaches: a subsurface flow example
10.1029/2020jb020549 · ExternalCitation · doi-reference
Improved characterization of DNAPL source zones via sequential hydrogeophysical inversion of hydraulic‐head, self‐potential and partitioning tracer data
10.1029/2020wr027627 · ExternalCitation · doi-reference
Bayesian geophysical inversion using invertible neural networks
10.1029/2021jb022320 · ExternalCitation · doi-reference
Mapping and monitoring of DNAPL source zones with combined direct current resistivity and induced polarization: a field‐scale numerical investigation
10.1029/2021wr031366 · ExternalCitation · doi-reference
10.1029/2023wr036864
10.1029/2023wr036864 · ExternalCitation · doi-reference
The evolving roles of electrical geophysical methods for in situ remediation assessment: progress and perspectives
10.1029/2025wr043172 · ExternalCitation · doi-reference
Characterizing multi-source DNAPL source zone architecture in channelized aquifers using a geophysics-informed hybrid deep learning framework
10.1029/2026gl122274 · ExternalCitation · doi-reference
A model for hysteretic constitutive relations governing multiphase flow: 3. Refinements and numerical simulations
10.1029/wr025i007p01727 · ExternalCitation · doi-reference
Convolutional neural networks with SegNet architecture applied to three-dimensional tomography of subsurface electrical resistivity: CNN-3D-ERT
10.1093/gji/ggab024 · ExternalCitation · doi-reference
Improved ERT imaging with 3-D surface-to-horizontal borehole configurations: relevance to dense non-aqueous phase liquids
10.1093/gji/ggae056 · ExternalCitation · doi-reference
U-net and its variants for medical image segmentation: a review of theory and applications
10.1109/access.2021.3086020 · ExternalCitation · doi-reference
V-net deep imaging method for electrical resistance tomography
10.1109/jsen.2020.2973337 · ExternalCitation · doi-reference
A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
10.2136/sssaj1980.03615995004400050002x · ExternalCitation · doi-reference
