Stochastic Pix2pix: A New Machine Learning Method for Geophysical and Well Conditioning of Rule-Based Channel Reservoir Models

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

Conditioning 3D object-based models to dense well data

(2018) Yimin C. Wang et al.   COMPUTERS & GEOSCIENCES

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

(2018) Eric Laloy et al.   WATER RESOURCES RESEARCH

Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media

(2018) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

A Direct Overparameterize and Optimize Method for Stratigraphically Consistent Assisted History Matching of Object-Based Geomodels: Algorithm and Field Application

(2017) Faruk O. Alpak et al.   SPE JOURNAL

Patch-based iterative conditional geostatistical simulation using graph cuts

(2016) Xue Li et al.   WATER RESOURCES RESEARCH

Stratigraphic rule-based reservoir modeling

(2015) Michael J. Pyrcz et al.  

Probabilistic inference of multi-Gaussian fields from indirect hydrological data using circulant embedding and dimensionality reduction

(2015) Eric Laloy et al.   WATER RESOURCES RESEARCH

A review of surrogate models and their application to groundwater modeling

(2015) M. J. Asher et al.   WATER RESOURCES RESEARCH

Improved geostatistical models of inclined heterolithic strata for McMurray Formation, Alberta, Canada

(2013) Mehran M. Hassanpour et al.   AAPG BULLETIN

The Direct Sampling method to perform multiple-point geostatistical simulations

(2011) Gregoire Mariethoz et al.   WATER RESOURCES RESEARCH

Simulating the heterogeneity in braided channel belt deposits: 2. Examples of results and comparison to natural deposits

(2010) Arijit Guin et al.   WATER RESOURCES RESEARCH

Simulating the heterogeneity in braided channel belt deposits: 1. A geometric-based methodology and code

(2010) Ramya Ramanathan et al.   WATER RESOURCES RESEARCH

Multiple Point Metrics to Assess Categorical Variable Models

(2010) Jeff B. Boisvert et al.   Natural Resources Research

Stochastic surface modeling of deepwater depositional systems for improved reservoir models

(2009) X. Zhang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Multiple-point geostatistics for modeling subsurface heterogeneity: A comprehensive review

(2008) L. Y. Hu et al.   WATER RESOURCES RESEARCH

A library of training images for fluvial and deepwater reservoirs and associated code

(2007) M.J. Pyrcz et al.   COMPUTERS & GEOSCIENCES