Stage‐Wise Stochastic Deep Learning Inversion Framework for Subsurface Sedimentary Structure Identification

Hydrogeophysical Characterization of Nonstationary DNAPL Source Zones by Integrating a Convolutional Variational Autoencoder and Ensemble Smoother

(2021) Xueyuan Kang et al.   WATER RESOURCES RESEARCH

Deep-learning-based surrogate flow modeling and geological parameterization for data assimilation in 3D subsurface flow

(2021) Meng Tang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Simulation of Fluvial Patterns With GANs Trained on a Data Set of Satellite Imagery

(2021) Erik Nesvold et al.   WATER RESOURCES RESEARCH

Characterization of Pore Water Flow in 3‐D Heterogeneous Permeability Fields

(2020) Xiaolong Geng et al.   GEOPHYSICAL RESEARCH LETTERS

How does resolution of sedimentary architecture data affect plume dispersion in multiscale and hierarchical systems?

(2020) Zhenxue Dai et al.   JOURNAL OF HYDROLOGY

Integration of Adversarial Autoencoders With Residual Dense Convolutional Networks for Estimation of Non‐Gaussian Hydraulic Conductivities

(2020) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Dilution enhancement in hierarchical and multiscale heterogeneous sediments

(2020) Mohamad Reza Soltanian et al.   JOURNAL OF HYDROLOGY

A comparison between ES-MDA and restart EnKF for the purpose of the simultaneous identification of a contaminant source and hydraulic conductivity

(2020) Teng Xu et al.   JOURNAL OF HYDROLOGY

Using Deep Learning to Improve Ensemble Smoother: Applications to Subsurface Characterization

(2020) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

Deep autoregressive neural networks for high‐dimensional inverse problems in groundwater contaminant source identification

(2019) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Delineating Facies Spatial Distribution by Integrating Ensemble Data Assimilation and Indicator Geostatistics with Level‐Set Transformation

(2019) Xuehang Song et al.   WATER RESOURCES RESEARCH

Multicomponent reactive transport of carbon dioxide in fluvial heterogeneous aquifers

(2019) Mohamad Reza Soltanian et al.   Journal of Natural Gas Science and Engineering

Parametric generation of conditional geological realizations using generative neural networks

(2019) Shing Chan et al.   COMPUTATIONAL GEOSCIENCES

Towards a robust parameterization for conditioning facies models using deep variational autoencoders and ensemble smoother

(2019) Smith W.A. Canchumuni et al.   COMPUTERS & GEOSCIENCES

Generating geologically realistic 3D reservoir facies models using deep learning of sedimentary architecture with generative adversarial networks

(2019) Tuan-Feng Zhang et al.   Petroleum Science

Surrogate assisted multi-objective robust optimization for groundwater monitoring network design

(2019) Jian Song et al.   JOURNAL OF HYDROLOGY

Analysis of Travel Time Distributions for Uncertainty Propagation in Channelized Porous Systems

(2018) Olga Fuks et al.   TRANSPORT IN POROUS MEDIA

Training-Image Based Geostatistical Inversion Using a Spatial Generative Adversarial Neural Network

(2018) Eric Laloy et al.   WATER RESOURCES RESEARCH

An Entrogram-Based Approach to Describe Spatial Heterogeneity With Applications to Solute Transport in Porous Media

(2018) Marco Bianchi et al.   WATER RESOURCES RESEARCH

An Iterative Local Updating Ensemble Smoother for Estimation and Uncertainty Assessment of Hydrologic Model Parameters With Multimodal Distributions

(2018) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

Identifying spatial correlation structure of multimodal permeability in hierarchical media with Markov chain approach

(2018) Zhenxue Dai et al.   JOURNAL OF HYDROLOGY

HYPPS: A hybrid geostatistical modeling algorithm for subsurface modeling

(2017) Pejman Tahmasebi   WATER RESOURCES RESEARCH

Minimum Hydraulic Resistance and Least Resistance Path in Heterogeneous Porous Media

(2017) Calogero B. Rizzo et al.   WATER RESOURCES RESEARCH

Geological entropy and solute transport in heterogeneous porous media

(2017) Marco Bianchi et al.   WATER RESOURCES RESEARCH

Connectivity metrics based on the path of smallest resistance

(2016) Alina R. Tyukhova et al.   ADVANCES IN WATER RESOURCES

Simulating the Cranfield geological carbon sequestration project with high-resolution static models and an accurate equation of state

(2016) Mohamad Reza Soltanian et al.   International Journal of Greenhouse Gas Control

Debates-Stochastic subsurface hydrology from theory to practice: Introduction

(2016) Harihar Rajaram   WATER RESOURCES RESEARCH

What have we learned from deterministic geostatistics at highly resolved field sites, as relevant to mass transport processes in sedimentary aquifers?

(2015) Robert W. Ritzi et al.   JOURNAL OF HYDROLOGY

Probabilistic human health risk assessment of degradation-related chemical mixtures in heterogeneous aquifers: Risk statistics, hot spots, and preferential channels

(2015) Christopher V. Henri et al.   WATER RESOURCES RESEARCH

Relating reactive solute transport to hierarchical and multiscale sedimentary architecture in a Lagrangian-based transport model: 1. Time-dependent effective retardation factor

(2015) Mohamad Reza Soltanian et al.   WATER RESOURCES RESEARCH

Relating reactive solute transport to hierarchical and multiscale sedimentary architecture in a Lagrangian-based transport model: 2. Particle displacement variance

(2015) Mohamad Reza Soltanian et al.   WATER RESOURCES RESEARCH

Transition probability-based stochastic geological modeling using airborne geophysical data and borehole data

(2014) Xin He et al.   WATER RESOURCES RESEARCH

A new method for analysis of variance of the hydraulic and reactive attributes of aquifers as linked to hierarchical and multiscaled sedimentary architecture

(2014) Mohamad Reza Soltanian et al.   WATER RESOURCES RESEARCH

An Integrated Framework for Optimizing CO2 Sequestration and Enhanced Oil Recovery

(2013) Zhenxue Dai et al.   Environmental Science & Technology Letters

Connectivity metrics for subsurface flow and transport

(2011) Philippe Renard et al.   ADVANCES IN WATER RESOURCES

Hydrostratigraphic analysis of the MADE site with full-resolution GPR and direct-push hydraulic profiling

(2011) Mine Dogan et al.   GEOPHYSICAL RESEARCH LETTERS

On Preferential Flow, Channeling and Connectivity in Heterogeneous Porous Formations

(2011) A. Fiori et al.   Mathematical Geosciences

Optimization and uncertainty assessment of strongly nonlinear groundwater models with high parameter dimensionality

(2010) Elizabeth H. Keating et al.   WATER RESOURCES RESEARCH

Bayesian geostatistical design: Task-driven optimal site investigation when the geostatistical model is uncertain

(2010) W. Nowak et al.   WATER RESOURCES RESEARCH

Aquifer structure identification using stochastic inversion

(2008) Dylan R. Harp et al.   GEOPHYSICAL RESEARCH LETTERS

Addressing model bias and uncertainty in three dimensional groundwater transport forecasts for a physical aquifer experiment

(2008) J. B. Kollat et al.   GEOPHYSICAL RESEARCH LETTERS