Dongxiao Zhang

发表

Ensemble Neural Networks (ENN): A gradient-free stochastic method

Haibin Chang, Yuntian Chen, Jin Meng, 2019, Neural Networks.

Deep-Learning based Inverse Modeling Approaches: A Subsurface Flow Example pdf

Haibin Chang, Dongxiao Zhang, Nanzhe Wang, 2020, ArXiv.

Physics-Constrained Deep Learning of Geomechanical Logs

Dongxiao Zhang, Yuntian Chen, Dongxiao Zhang, 2020, IEEE Transactions on Geoscience and Remote Sensing.

DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithm

Hao Xu, Haibin Chang, Dongxiao Zhang, 2020, J. Comput. Phys..

Physics-constrained indirect supervised learning pdf

Yuntian Chen, Dongxiao Zhang, Dongxiao Zhang, 2020, ArXiv.

Theory-guided Auto-Encoder for Surrogate Construction and Inverse Modeling pdf

Haibin Chang, Dongxiao Zhang, Nanzhe Wang, 2020, ArXiv.

Weak Form Theory-guided Neural Network (TgNN-wf) for Deep Learning of Subsurface Single and Two-phase Flow pdf

Rui Xu, Dongxiao Zhang, Nanzhe Wang, 2020, J. Comput. Phys..

Deep Learning of Subsurface Flow via Theory-guided Neural Network pdf

Heng Li, Haibin Chang, Dongxiao Zhang, 2019, ArXiv.

Data-worth analysis through probabilistic collocation-based Ensemble Kalman Filter

Alberto Guadagnini, Dongxiao Zhang, Cheng Dai, 2016 .

A Lagrangian dual-based theory-guided deep neural network pdf

Dongxiao Zhang, Nanzhe Wang, Miao Rong, 2020, Complex & Intelligent Systems.

An Efficient Data-worth Analysis Framework via Probabilistic Collocation Method Based Ensemble Kalman Filter

Dongxiao Zhang, L. Xue, C. Dai, 2015 .

Efficient Uncertainty Quantification for Dynamic Subsurface Flow with Surrogate by Theory-guided Neural Network pdf

Haibin Chang, Dongxiao Zhang, Nanzhe Wang, 2020, ArXiv.

Deep Learning of Dynamic Subsurface Flow via Theory-guided Generative Adversarial Network pdf

Dongxiao Zhang, Tianhao He, Dongxiao Zhang, 2020, ArXiv.

Well Log Generation via Ensemble Long Short‐Term Memory (EnLSTM) Network pdf

Yuntian Chen, Dongxiao Zhang, Dongxiao Zhang, 2020, Geophysical Research Letters.

Deep-learning of Parametric Partial Differential Equations from Sparse and Noisy Data pdf

Hao Xu, Dongxiao Zhang, Junsheng Zeng, 2020, Physics of Fluids.

Deep-learning based discovery of partial differential equations in integral form from sparse and noisy data pdf

Hao Xu, Dongxiao Zhang, Nanzhe Wang, 2020, J. Comput. Phys..

GPR-Based EMI Prediction for UAV's Dynamic Datalink

Min Zhao, Dongxiao Zhang, Cheng Erwei, 2020 .

Digital rock reconstruction with user-defined properties using conditional generative adversarial networks pdf

Qiang Zheng, Dongxiao Zhang, 2020, ArXiv.

Efficient Uncertainty Quantification for Dynamic Subsurface Flow with Surrogate by Theory-guided Neural Network pdf

Haibin Chang, Dongxiao Zhang, Nanzhe Wang, 2020, Computer Methods in Applied Mechanics and Engineering.

Deep-Learning Discovers Macroscopic Governing Equations for Viscous Gravity Currents from Microscopic Simulation Data pdf

Yuntian Chen, Dongxiao Zhang, Junsheng Zeng, 2021, ArXiv.

Theory-guided full convolutional neural network: An efficient surrogate model for inverse problems in subsurface contaminant transport

Dongxiao Zhang, Tianhao He, Nanzhe Wang, 2021, Advances in Water Resources.

Constructing Sub-scale Surrogate Model for Proppant Settling in Inclined Fractures from Simulation Data with Multi-fidelity Neural Network pdf

Pengfei Tang, Dongxiao Zhang, Heng Li, 2022, Journal of Petroleum Science and Engineering.

Robust discovery of partial differential equations in complex situations pdf

Dongxiao Zhang, Hao Xu, Dongxiao Zhang, 2021, Physical Review Research.

Theory-guided hard constraint projection (HCP): a knowledge-based data-driven scientific machine learning method

Yuntian Chen, Dongxiao Zhang, Junsheng Zeng, 2020, J. Comput. Phys..

Any equation is a forest: Symbolic genetic algorithm for discovering open-form partial differential equations (SGA-PDE) pdf

Qiang Liu, Dongxiao Zhang, Yingtao Luo, 2021, Physical Review Research.

An Adaptive Deep Learning Framework for Day-ahead Forecasting of Photovoltaic Power Generation pdf

Dongxiao Zhang, Xing Luo, Dongxiao Zhang, 2021, Sustainable Energy Technologies and Assessments.

Lithology identification from well log curves via neural networks with additional geological constraint

Dongxiao Zhang, Chunbi Jiang, Shifeng Chen, 2021, GEOPHYSICS.

Estimation of Macrodispersivity in Bounded Formations by Circulant Embedding and Analysis of Variance

Dongxiao Zhang, Qinzhuo Liao, Gang Lei, 2021, Water Resources Research.

Deep learning based forecasting of photovoltaic power generation by incorporating domain knowledge

Dongxiao Zhang, Xing Luo, Xu Zhu, 2021 .

Solution of diffusivity equations with local sources/sinks and surrogate modeling using weak form Theory-guided Neural Network

Dongxiao Zhang, Rui Xu, Nanzhe Wang, 2021, Advances in Water Resources.

Digital Rock Reconstruction with User-Defined Properties Using Conditional Generative Adversarial Networks

Dongxiao Zhang, Qiang Zheng, 2022, Transport in Porous Media.

Uncertainty quantification and inverse modeling for subsurface flow in 3D heterogeneous formations using a theory-guided convolutional encoder-decoder network pdf

Dongxiao Zhang, Rui Xu, Nanzhe Wang, 2021, Journal of Hydrology.

Deep-learning-based upscaling method for geologic models via theory-guided convolutional neural network pdf

Haibin Chang, Dongxiao Zhang, Qinzhuo Liao, 2022, ArXiv.

RockGPT: reconstructing three-dimensional digital rocks from single two-dimensional slice with deep learning pdf

Dongxiao Zhang, Qiang Zheng, Dongxiao Zhang, 2021, Computational Geosciences.

Surrogate and inverse modeling for two-phase flow in porous media via theory-guided convolutional neural network pdf

Haibin Chang, Dongxiao Zhang, Nanzhe Wang, 2021, J. Comput. Phys..

Investigation of flow and transport processes at the MADE site using ensemble Kalman filter

Dongxiao Zhang, Gaisheng Liu, Yan Chen, 2008 .

Stochastic analysis of steady‐state unsaturated flow in heterogeneous media: Comparison of the Brooks‐Corey and Gardner‐Russo Models

C. L. Winter, Timothy C. Wallstrom, Dongxiao Zhang, 1998 .

Evaluation of a lab-scale tidal flow constructed wetland performance: Oxygen transfer capacity, organic matter and ammonium removal

Dongxiao Zhang, Changle Pang, Shubiao Wu, 2011 .

The Kuroshio East of Taiwan: Modes of Variability and Relationship to Interior Ocean Mesoscale Eddies

William E. Johns, Dongxiao Zhang, Dongxiao Zhang, 2001 .

Eulerian-Lagrangian Analysis of Transport Conditioned on Hydraulic Data: 2. Effects of Log Transmissivity and Hydraulic Head Measurements

Shlomo P. Neuman, Dongxiao Zhang, 1995 .

Observed freshening and warming of the western Pacific Warm Pool

Dongxiao Zhang, Michael J. McPhaden, Sophie Cravatte, 2009 .

Conditional Stochastic Analysis for Multiphase Trsnsport in Randomly Heterogeneous, variably Saturated Media

Dongxiao Zhang, Dongxiao Zhang, 1997 .

Numerical modeling of pore-scale phenomena during CO2 sequestration in oceanic sediments

Qinjun Kang, Dongxiao Zhang, Peter C. Lichtner, 2005 .

Displacement of a two-dimensional immiscible droplet in a channel

Qinjun Kang, Dongxiao Zhang, Shiyi Chen, 2002 .

Author ' s personal copy Stochastic collocation and mixed finite elements for flow in porous media

Mary F. Wheeler, Tim Wildey, Ivan Yotov, 2008 .

Data Assimilation of Coupled Fluid Flow and Geomechanics Using the Ensemble Kalman Filter

Haibin Chang, Dongxiao Zhang, Yan Chen, 2010 .

A multiscale probabilistic collocation method for subsurface flow in heterogeneous media

Dongxiao Zhang, Jinzhong Yang, Lin Lin, 2010 .

Adaptive Stroud Stochastic Collocation Method for Flow in Random Porous Media via Karhunen-Loeve Expansion

Pingwen Zhang, Dongxiao Zhang, Yan Ding, 2008 .

Lattice Boltzmann simulation of the rise and dissolution of two-dimensional immiscible droplets

Dongxiao Zhang, Dongxiao Zhang, Cheng Chen, 2009 .

On stochastic study of well capture zones in bounded, randomly heterogeneous media

Dongxiao Zhang, Zhiming Lu, 2003 .

Higher-order effects on flow and transport in randomly heterogeneous porous media.

S. P. Neuman, Shlomo P. Neuman, Dongxiao Zhang, 1996 .

Onset of convection over a transient base-state in anisotropic and layered porous media

Rajesh J. Pawar, Philip H. Stauffer, Saikiran Rapaka, 2009, Journal of Fluid Mechanics.

Tracking colloid transport in porous media using discrete flow fields and sensitivity of simulated colloid deposition to space discretization.

Dongxiao Zhang, Dongxiao Zhang, Xiqing Li, 2010, Environmental science & technology.

Displacement of a three-dimensional immiscible droplet in a duct

Qinjun Kang, Dongxiao Zhang, Shiyi Chen, 2005, Journal of Fluid Mechanics.

Simulation of dissolution and precipitation in porous media

Qinjun Kang, Dongxiao Zhang, Shiyi Chen, 2003 .

A partitioned update scheme for state‐parameter estimation of distributed hydrologic models based on the ensemble Kalman filter

Xianhong Xie, Dongxiao Zhang, Dongxiao Zhang, 2013 .

Data assimilation for distributed hydrological catchment modeling via ensemble Kalman filter

Xianhong Xie, Dongxiao Zhang, Dongxiao Zhang, 2010 .

A stochastic collocation based Kalman filter for data assimilation

Lingzao Zeng, Dongxiao Zhang, Dongxiao Zhang, 2010 .

Nonstationary stochastic analysis of steady state flow through variably saturated, heterogeneous media

C. L. Winter, Dongxiao Zhang, Dongxiao Zhang, 1998 .

Probabilistic collocation method for strongly nonlinear problems: 3. Transform by time

Dongxiao Zhang, Qinzhuo Liao, Dongxiao Zhang, 2016 .

Stochastic analysis of saturated–unsaturated flow in heterogeneous media by combining Karhunen-Loeve expansion and perturbation method

Dongxiao Zhang, Zhiming Lu, Jinzhong Yang, 2004 .

A New Approach to the Modeling of Hydraulic-Fracturing Treatments in Naturally Fractured Reservoirs

Dongxiao Zhang, Sanbai Li, Xiang Li, 2017 .

A Fully Coupled Model for Hydraulic-Fracture Growth During Multiwell-Fracturing Treatments: Enhancing Fracture Complexity

Dongxiao Zhang, Dongxiao Zhang, Sanbai Li, 2017 .

Quantitative dynamic analysis of gas desorption contribution to production in shale gas reservoirs

Dongxiao Zhang, Tingyun Yang, Xiang Li, 2015 .

Optimization of the Net Present Value of Carbon Dioxide Sequestration and Enhanced Oil Recovery

Dongxiao Zhang, Hamid Reza Jahangiri, Dongxiao Zhang, 2011 .

Pore scale simulation of solute transport in fractured porous media

Qinjun Kang, Dongxiao Zhang, Dongxiao Zhang, 2004 .

Analytical solutions to steady state unsaturated flow in layered, randomly heterogeneous soils via Kirchhoff transformation

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2004 .

Perturbation-based moment equation approach for flow in heterogeneous porous media: applicability range and analysis of high-order terms

Hamdi A. Tchelepi, Dongxiao Zhang, Dongxiao Zhang, 2003 .

Stochastic Formulation for Uncertainty Analysis of Two-Phase Flow in Heterogeneous Reservoirs

Hamdi A. Tchelepi, Dongxiao Zhang, Dongxiao Zhang, 2000 .

Accurate, Efficient Quantification of Uncertainty for Flow in Heterogeneous Reservoirs Using the KLME Approach

Dongxiao Zhang, Zhiming Lu, 2006 .

Stochastic analysis of unsaturated flow with probabilistic collocation method

Dongxiao Zhang, Weixuan Li, Zhiming Lu, 2009 .

Long-term viability of carbon sequestration in deep-sea sediments

Dongxiao Zhang, Yihua Teng, Dongxiao Zhang, 2017, Science Advances.

Nonstationary stochastic analysis of transient unsaturated flow in randomly heterogeneous media

Dongxiao Zhang, Dongxiao Zhang, 1999 .

Pore-scale simulations of flow, transport, and reaction in porous media

Qinjun Kang, Dongxiao Zhang, Shiyi Chen, 2004 .

Stochastic analysis of transient saturated flow through heterogeneous fractured porous media: A double‐permeability approach

Alexander Y. Sun, Dongxiao Zhang, Dongxiao Zhang, 2000 .

Water flow and solute spreading in heterogeneous soils with spatially variable water content

Thomas Harter, Dongxiao Zhang, Dongxiao Zhang, 1999 .

Multiscale pore structure and its effect on gas transport in organic‐rich shale

Dongxiao Zhang, Xiang Li, Dongxiao Zhang, 2017 .

Solute flux approach to transport through spatially nonstationary flow in porous media

Alexander Y. Sun, Roko Andričević, Dongxiao Zhang, 2000 .

A comparative study of numerical approaches to risk assessment of contaminant transport

Haibin Chang, Liangsheng Shi, Dongxiao Zhang, 2010 .

A review of phase behavior simulation of hydrocarbons in confined space: Implications for shale oil and shale gas

Dongxiao Zhang, Dongxiao Zhang, Xinyue Liu, 2019, Journal of Natural Gas Science and Engineering.

Surrogate model based iterative ensemble smoother for subsurface flow data assimilation

Haibin Chang, Dongxiao Zhang, Qinzhuo Liao, 2017 .

An improved lattice Boltzmann model for multicomponent reactive transport in porous media at the pore scale

Qinjun Kang, Dongxiao Zhang, Peter C. Lichtner, 2007 .

Assessing surface heat fluxes in atmospheric reanalyses with a decade of data from the NOAA Kuroshio Extension Observatory

Dongxiao Zhang, Yan Xue, Meghan F. Cronin, 2016 .

A stochastic analysis of steady state two‐phase flow in heterogeneous media

Arturo A. Keller, Dongxiao Zhang, Zhiming Lu, 2005 .

Analytical solutions to statistical moments for transient flow in two‐dimensional, bounded, randomly heterogeneous media

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2005 .

A Comparative Study of the Probabilistic-Collocation and Experimental-Design Methods for Petroleum-Reservoir Uncertainty Quantification

Heng Li, Dongxiao Zhang, Pallav Sarma, 2011 .

Convective stability analysis of the long-term storage of carbon dioxide in deep saline aquifers

Dongxiao Zhang, Shiyi Chen, Dongxiao Zhang, 2006 .

History Matching of Channelized Reservoirs With Vector-Based Level-Set Parameterization

Jing Ping, Dongxiao Zhang, 2014 .

Tracking colloid transport in real pore structures: Comparisons with correlation equations and experimental observations

Dongxiao Zhang, Dongxiao Zhang, Xiqing Li, 2012 .

Ensemble Based Characterization and History Matching of Naturally Fractured Tight/Shale Gas Reservoirs

Dongxiao Zhang, Dongxiao Zhang, Parham Ghods, 2010 .

History matching of statistically anisotropic fields using the Karhunen-Loeve expansion-based global parameterization technique

Haibin Chang, Dongxiao Zhang, Dongxiao Zhang, 2014, Computational Geosciences.

Lattice Boltzmann pore-scale model for multicomponent reactive transport in porous media

Qinjun Kang, Dongxiao Zhang, Peter C. Lichtner, 2006 .

Non-modal growth of perturbations in density-driven convection in porous media

Rajesh J. Pawar, Philip H. Stauffer, Saikiran Rapaka, 2008, Journal of Fluid Mechanics.

Lattice Boltzmann model for crystal growth from supersaturated solution

Qinjun Kang, Dongxiao Zhang, Peter C. Lichtner, 2004 .

Slowdown of the meridional overturning circulation in the upper Pacific Ocean

Dongxiao Zhang, Michael J. McPhaden, Dongxiao Zhang, 2002, Nature.

Optimization of Carbon Dioxide Sequestration and Enhanced Oil Recovery in Oil Reservoir

Dongxiao Zhang, Hamid Reza Jahangiri, 2010 .

Stochastic Collocation Methods for Efficient and Accurate Quantification of Uncertainty in Multiphase Reservoir Simulations

Haibin Chang, Dongxiao Zhang, Heng Li, 2009 .

A fully coupled thermo-hydro-mechanical, three-dimensional model for hydraulic stimulation treatments

Dongxiao Zhang, Sanbai Li, Xiang Li, 2016 .

A Fully Coupled Model for Hydraulic Fracture Growth During Multi-Well Fracturing Treatments: Enhancing Fracture Complexity

Dongxiao Zhang, Sanbai Li, Dongxiao Zhang, 2017 .

Constrained probabilistic collocation method for uncertainty quantification of geophysical models

Dongxiao Zhang, Qinzhuo Liao, Dongxiao Zhang, 2015, Computational Geosciences.

Lattice Boltzmann method on quadtree grids.

Qinjun Kang, Qingdong Cai, Dongxiao Zhang, 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

On importance sampling Monte Carlo approach to uncertainty analysis for flow and transport in porous media

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2003 .

Forum: The state of stochastic hydrology

Dongxiao Zhang, You-Kuan Zhang, 2004 .

Conditional simulations of flow in randomly heterogeneous porous media using a KL-based moment-equation approach

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2004 .

Stochastic analysis of solute transport in heterogeneous, dual‐permeability media

Dongxiao Zhang, Hai Huang, Bill X. Hu, 2002 .

A Fully Coupled Multiphase Multicomponent Flow and Geomechanics Model for Enhanced Coalbed-Methane Recovery and CO2 Storage

Dongxiao Zhang, Dongxiao Zhang, Zhijie Wei, 2013 .

Stochastic representation and dimension reduction for non-Gaussian random fields: review and reflection

Heng Li, Dongxiao Zhang, Dongxiao Zhang, 2013, Stochastic Environmental Research and Risk Assessment.

On stochastic modeling of flow in multimodal heterogeneous formations

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2002 .

Effect of spatial heterogeneity on plume distribution and dilution during CO2 sequestration

Dongxiao Zhang, Hamid Reza Jahangiri, Dongxiao Zhang, 2011 .

Stochastic collocation and mixed finite elements for flow in porous media

Mary F. Wheeler, Tim Wildey, Ivan Yotov, 2008 .

Comprehensive review of caprock-sealing mechanisms for geologic carbon sequestration.

Dongxiao Zhang, Dongxiao Zhang, Juan Song, 2013, Environmental science & technology.

History matching of fracture distributions by ensemble Kalman filter combined with vector based level set parameterization

Jing Ping, Dongxiao Zhang, 2013 .

Multimodel Bayesian analysis of groundwater data worth

Alberto Guadagnini, S. P. Neuman, Shlomo P. Neuman, 2014 .

A Solute Flux Approach to Transport through Bounded, Unsaturated Heterogeneous Porous Media

Alexander Y. Sun, Dongxiao Zhang, Dongxiao Zhang, 2004 .

Assisted History Matching for Fractured Reservoirs by Use of Hough-Transform-Based Parameterization

Le Lu, Dongxiao Zhang, Dongxiao Zhang, 2015 .

Stochastic Subspace Projection Methods for Efficient Multiphase Flow Uncertainty Assessment

Mary F. Wheeler, Dongxiao Zhang, Gaisheng Liu, 2006 .

Lattice Boltzmann simulation of chemical dissolution in porous media.

Qinjun Kang, Dongxiao Zhang, Xiaoyi He, 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

History matching of facies distribution with varying mean lengths or different principle correlation orientations

Haibin Chang, Dongxiao Zhang, 2014 .

Stochastic uncertainty analysis for unconfined flow systems

Dongxiao Zhang, Gaisheng Liu, Zhiming Lu, 2006 .

A multi‐scale investigation of interfacial transport, pore fluid flow, and fine particle deposition in a sediment bed

Dongxiao Zhang, Aaron I. Packman, Jean-François Gaillard, 2010 .

Probabilistic collocation method for strongly nonlinear problems: 2. Transform by displacement

Dongxiao Zhang, Qinzhuo Liao, Dongxiao Zhang, 2014 .

Immiscible displacement in a channel: simulations of fingering in two dimensions

Qinjun Kang, Dongxiao Zhang, Shiyi Chen, 2004 .

Stochastic analysis of flow in a heterogeneous unsaturated‐saturated system

Dongxiao Zhang, Zhiming Lu, Dongxiao Zhang, 2002 .

Probabilistic collocation method for strongly nonlinear problems: 1. Transform by location

Dongxiao Zhang, Qinzhuo Liao, Dongxiao Zhang, 2013 .

Eulerian‐Lagrangian Analysis of Transport Conditioned on Hydraulic Data: 1. Analytical‐Numerical Approach

S. P. Neuman, Shlomo P. Neuman, Dongxiao Zhang, 1995 .

Multiscale-finite-element-based ensemble Kalman filter for large-scale groundwater flow

Liangsheng Shi, Lingzao Zeng, Dongxiao Zhang, 2012 .

Stochastic uncertainty analysis for solute transport in randomly heterogeneous media using a Karhunen‐Loève‐based moment equation approach

Dongxiao Zhang, Gaisheng Liu, Zhiming Lu, 2007 .

Efficient and Accurate Quantification of Uncertainty for Multiphase Flow With the Probabilistic Collocation Method

Heng Li, Dongxiao Zhang, Dongxiao Zhang, 2009 .