A multi-dimensional parametric study of variability in multi-phase flow dynamics during geologic CO2 sequestration accelerated with machine learning

On the feasibility of using physics-informed machine learning for underground reservoir pressure management

(2021) Dylan Robert Harp et al.   EXPERT SYSTEMS WITH APPLICATIONS

Making Sense of Scientific Simulation Ensembles With Semantic Interaction

(2020) M. Dahshan et al.   COMPUTER GRAPHICS FORUM

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

Model reduction for fractured porous media: a machine learning approach for identifying main flow pathways

(2019) Shriram Srinivasan et al.   COMPUTATIONAL GEOSCIENCES

Using heat as a predictor of CO 2 breakthrough in highly heterogeneous reservoirs

(2019) Richard S. Jayne et al.   GEOPHYSICAL RESEARCH LETTERS

Geologic CO2 sequestration and permeability uncertainty in a highly heterogeneous reservoir

(2019) Richard S. Jayne et al.   International Journal of Greenhouse Gas Control

Machine Learning for the Geosciences: Challenges and Opportunities

(2019) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Geologic CO 2 sequestration monitoring design: A machine learning and uncertainty quantification based approach

(2018) Bailian Chen et al.   APPLIED ENERGY

Economic optimisation of European supply chains for CO 2 capture, transport and sequestration, including societal risk analysis and risk mitigation measures

(2018) Federico d'Amore et al.   APPLIED ENERGY

Feasibility of CO2 migration detection using pressure and CO2 saturation monitoring above an imperfect primary seal of a geologic CO2 storage formation: a numerical investigation

(2018) Liwei Zhang et al.   COMPUTATIONAL GEOSCIENCES

Machine learning for graph-based representations of three-dimensional discrete fracture networks

(2018) Manuel Valera et al.   COMPUTATIONAL GEOSCIENCES

Metamodeling-based approach for risk assessment and cost estimation: Application to geological carbon sequestration planning

(2018) Alexander Y. Sun et al.   COMPUTERS & GEOSCIENCES

Prediction of CO 2 leakage risk for wells in carbon sequestration fields with an optimal artificial neural network

(2018) Ben Li et al.   International Journal of Greenhouse Gas Control

Comparison of data-driven uncertainty quantification methods for a carbon dioxide storage benchmark scenario

(2018) Markus Köppel et al.   COMPUTATIONAL GEOSCIENCES

Enabling large-scale viscoelastic calculations via neural network acceleration

(2017) Phoebe M. R. DeVries et al.   GEOPHYSICAL RESEARCH LETTERS

Machine Learning Predicts Laboratory Earthquakes

(2017) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

Investigation of representing hysteresis in macroscopic models of two-phase flow in porous media using intermediate scale experimental data

(2017) Abdullah Cihan et al.   WATER RESOURCES RESEARCH

Imaging and quantification of spreading and trapping of carbon dioxide in saline aquifers using meter-scale laboratory experiments

(2017) Luca Trevisan et al.   WATER RESOURCES RESEARCH

ANI-1: an extensible neural network potential with DFT accuracy at force field computational cost

(2017) J. S. Smith et al.   Chemical Science

Influence of relative permeability on injection pressure and plume configuration during CO 2 injections in a mafic reservoir

(2016) Ryan M. Pollyea   International Journal of Greenhouse Gas Control

Capillary-Driven Transport of Dissolved Salt to the Drying Zone During $$\hbox {CO}_{2}$$ CO 2 Injection in Homogeneous and Layered Porous Media

(2016) Saskia M. Roels et al.   TRANSPORT IN POROUS MEDIA

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Monitoring Land-Cover Changes: A Machine-Learning Perspective

(2016) Anuj Karpatne et al.   IEEE Geoscience and Remote Sensing Magazine

Detection of potential leakage pathways from geological carbon storage by fluid pressure data assimilation

(2015) Ana González-Nicolás et al.   ADVANCES IN WATER RESOURCES

Prospects of carbon capture and storage (CCS) in China’s power sector – An integrated assessment

(2015) Peter Viebahn et al.   APPLIED ENERGY

Stochastic injection-strategy optimization for the preliminary assessment of candidate geological storage sites

(2015) Brent M. Cody et al.   HYDROGEOLOGY JOURNAL

Stochastic and global sensitivity analyses of uncertain parameters affecting the safety of geological carbon storage in saline aquifers of the Michigan Basin

(2015) Ana González-Nicolás et al.   International Journal of Greenhouse Gas Control

Experimental study on effects of geologic heterogeneity in enhancing dissolution trapping of supercritical CO2

(2015) Elif Agartan et al.   WATER RESOURCES RESEARCH

Physical constraints on geologic CO2 sequestration in low-volume basalt formations

(2014) R. M. Pollyea et al.   GEOLOGICAL SOCIETY OF AMERICA BULLETIN

Capillary pinning and blunting of immiscible gravity currents in porous media

(2014) Benzhong Zhao et al.   WATER RESOURCES RESEARCH

Experimental and numerical study on supercritical CO2/brine transport in a fractured rock: Implications of mass transfer, capillary pressure and storage capacity

(2013) Junho Oh et al.   ADVANCES IN WATER RESOURCES

Prospects of carbon capture and storage (CCS) in India’s power sector – An integrated assessment

(2013) Peter Viebahn et al.   APPLIED ENERGY

Well injectivity during CO2 storage operations in deep saline aquifers – Part 2: Numerical simulations of drying, salt deposit mechanisms and role of capillary forces

(2013) Laurent André et al.   International Journal of Greenhouse Gas Control

An Integrated Framework for Optimizing CO2 Sequestration and Enhanced Oil Recovery

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

Artificial neural network for acid sulfate soil mapping: Application to the Sirppujoki River catchment area, south-western Finland

(2012) Amélie Beucher et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Capillary pressure and heterogeneity for the CO2/water system in sandstone rocks at reservoir conditions

(2011) Ronny Pini et al.   ADVANCES IN WATER RESOURCES

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

Residual CO2imaged with X-ray micro-tomography

(2011) Stefan Iglauer et al.   GEOPHYSICAL RESEARCH LETTERS

Displacement and mass transfer between saturated and unsaturated CO2–brine systems in sandstone

(2011) S. Berg et al.   International Journal of Greenhouse Gas Control

Determinants of carbon dioxide emissions: Empirical evidence from 69 countries

(2010) Susan Sunila Sharma   APPLIED ENERGY

Approaches to automated data selection for global seismic tomography

(2010) Andrew P. Valentine et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Geological storage of CO2 in saline aquifers—A review of the experience from existing storage operations

(2010) K. Michael et al.   International Journal of Greenhouse Gas Control

Supercritical CO2 core flooding and imbibition in Tako sandstone—Influence of sub-core scale heterogeneity

(2010) Ji-Quan Shi et al.   International Journal of Greenhouse Gas Control

Long-term effectiveness and consequences of carbon dioxide sequestration

(2010) Gary Shaffer   Nature Geoscience