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Publications: Journal & Conferences

2020

Liu, Mingliang, Michael Jervis, Weichang Li, and Philippe Nivlet. 2020. “Seismic Facies Classification Using Supervised Convolutional Neural Networks and Semisupervised Generative Adversarial Networks.” GEOPHYSICS 85 (4). SOC EXPLORATION GEOPHYSICISTS: O47–O58.

10.1190/GEO2019-0627.1

Grana, Dario, Leonardo Azevedo, and Mingliang Liu. 2020. “A Comparison of Deep Machine Learning and Monte Carlo Methods for Facies Classification from Seismic Data.” GEOPHYSICS 85 (4). SOC EXPLORATION GEOPHYSICISTS: WA41–WA52.

10.1190/GEO2019-0405.1

Pradhan, Anshuman, and Tapan Mukerji. 2020. “Seismic Bayesian Evidential Learning: Estimation and Uncertainty Quantification of Sub-Resolution Reservoir Properties.” COMPUTATIONAL GEOSCIENCES 24 (3). SPRINGER: 1121–40.

10.1007/s10596-019-09929-1

Pradhan, Anshuman, and Tapan Mukerji. 2020. “Seismic Bayesian Evidential Learning: Estimation and Uncertainty Quantification of Sub-Resolution Reservoir Properties.” COMPUTATIONAL GEOSCIENCES 24 (3). SPRINGER: 1121–40.

10.1007/s10596-019-09929-1

Yin, Zhen, Sebastien Strebelle, and Jef Caers. 2020. “Automated Monte Carlo-Based Quantification and Updating of Geological Uncertainty with Borehole Data (AutoBEL v1.0).” GEOSCIENTIFIC MODEL DEVELOPMENT 13 (2). COPERNICUS GESELLSCHAFT MBH: 651–72.

10.5194/gmd-13-651-2020

Yin, Zhen, Sebastien Strebelle, and Jef Caers. 2020. “Automated Monte Carlo-Based Quantification and Updating of Geological Uncertainty with Borehole Data (AutoBEL v1.0).” GEOSCIENTIFIC MODEL DEVELOPMENT 13 (2). COPERNICUS GESELLSCHAFT MBH: 651–72.

10.5194/gmd-13-651-2020

Zuo, Chen, Zhen Yin, Zhibin Pan, Emma J. MacKie, and Jef Caers. 2020. “A Tree-Based Direct Sampling Method for Stochastic Surface and Subsurface Hydrological Modeling.” WATER RESOURCES RESEARCH 56 (2). AMER GEOPHYSICAL UNION.

10.1029/2019WR026130

Zuo, Chen, Zhen Yin, Zhibin Pan, Emma J. MacKie, and Jef Caers. 2020. “A Tree-Based Direct Sampling Method for Stochastic Surface and Subsurface Hydrological Modeling.” WATER RESOURCES RESEARCH 56 (2). AMER GEOPHYSICAL UNION.

10.1029/2019WR026130

Zhang, Zhao, Chen Bao, Reynaldo Cardona, John Castagna, Todd Dygert, et al. 2020. “Introduction to Special Section: Rock Properties from AVA/AVO Analysis.” INTERPRETATION-A JOURNAL OF SUBSURFACE CHARACTERIZATION 8 (1). SOC EXPLORATION GEOPHYSICISTS.

10.1190/INT-2019-1212-SPSEINTRO.1

Pollack, Ahinoam, Tapan Mukerji, Pengcheng Fu, Don Nelson, Bill Bartling, et al. 2020. “A Spatial-Statistical Investigation of Surface Expressions Associated with Cyclic Steaming in the Midway-Sunset Oil Field, California.” GEOMECHANICS AND GEOPHYSICS FOR GEO-ENERGY AND GEO-RESOURCES 6 (1). SPRINGER HEIDELBERG.

10.1007/s40948-020-00142-4

Liu, Mingliang, and Dario Grana. 2020. “Time-Lapse Seismic History Matching with an Iterative Ensemble Smoother and Deep Convolutional Autoencoder.” GEOPHYSICS 85 (1). SOC EXPLORATION GEOPHYSICISTS: M15–M31.

10.1190/GEO2019-0019.1

Fouedjio, Francky. 2020. “Clustering of Multivariate Geostatistical Data.” Wiley Interdisciplinary Reviews: Computational Statistics. Wiley.

10.1002/wics.1510

2019

Athens, Noah D., and Jef K. Caers. 2019. “A Monte Carlo-Based Framework for Assessing the Value of Information and Development Risk in Geothermal Exploration.” APPLIED ENERGY 256. ELSEVIER SCI LTD.

10.1016/j.apenergy.2019.113932

Athens, Noah D., and Jef K. Caers. 2019. “A Monte Carlo-Based Framework for Assessing the Value of Information and Development Risk in Geothermal Exploration.” APPLIED ENERGY 256. ELSEVIER SCI LTD.

10.1016/j.apenergy.2019.113932

Hoffimann, Julio, Aaron Bufe, and Jef Caers. 2019. “Morphodynamic Analysis and Statistical Synthesis of Geomorphic Data: Application to a Flume Experiment.” JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE. AMER GEOPHYSICAL UNION.

10.1029/2019JF005245

Pollack, Ahinoam, and Tapan Mukerji. 2019. “Accounting for Subsurface Uncertainty in Enhanced Geothermal Systems to Make More Robust Techno-Economic Decisions.” APPLIED ENERGY 254. ELSEVIER SCI LTD.

10.1016/j.apenergy.2019.113666

Fossum, Trygve Olav, John Ryan, Tapan Mukerji, Jo Eidsvik, Thom Maughan, et al. 2019. “Compact Models for Adaptive Sampling in Marine Robotics.” INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH. SAGE PUBLICATIONS LTD.

10.1177/0278364919884141

Das, Vishal, Ahinoam Pollack, Uri Wollner, and Tapan Mukerji. 2019. “Convolutional Neural Network for Seismic Impedance Inversion.” GEOPHYSICS 84 (6). SOC EXPLORATION GEOPHYSICISTS: R869–R880.

10.1190/GEO2018-0838.1

Dutta, Geetartha, Tapan Mukerji, and Jo Eidsvik. 2019. “Value of Information Analysis for Subsurface Energy Resources Applications.” APPLIED ENERGY 252. ELSEVIER SCI LTD.

10.1016/j.apenergy.2019.113436

Dutta, Geetartha, Tapan Mukerji, and Jo Eidsvik. 2019. “Value of Information of Time-Lapse Seismic Data by Simulation-Regression: Comparison with Double-Loop Monte Carlo.” COMPUTATIONAL GEOSCIENCES 23 (5). SPRINGER: 1049–64.

10.1007/s10596-019-09864-1

Kerimov, Abdulla, Gary Mavko, Tapan Mukerji, and Jack Dvorkin. 2019. “Static and Dynamic Effective Moduli of Elastic-Perfectly Plastic Granular Aggregates under Normal Compression.” GEOPHYSICS 84 (5). SOC EXPLORATION GEOPHYSICISTS: MR185–MR194.

10.1190/GEO2018-0509.1

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