SMART mineral mapping: Synchrotron-based machine learning approach for 2D characterization with coup

Kim, Julie J.; Ling, Florence T.; Plattenberger, Dan A; Clarens, Andres F.; Lanzirotti, Antonio; Newville, Matthew; Peter, Catherine A.

doi:10.1016/j.cageo.2021.104898

SMART mineral mapping: Synchrotron-based machine learning approach for 2D characterization with coup

Journal Article · 01 November 2021 · Comput. Geosci.

DOI:https://doi.org/10.1016/j.cageo.2021.104898· OSTI ID:1812046

Kim, Julie J.; Ling, Florence T.; Plattenberger, Dan A; Clarens, Andres F.; Lanzirotti, Antonio; Newville, Matthew; Peter, Catherine A.

Research Organization:: Argonne National Lab. (ANL), Argonne, IL (United States). Advanced Photon Source (APS)

Sponsoring Organization:: DOE - Office Of Science; UNIVERSITY

OSTI ID:: 1812046

Journal Information:: Comput. Geosci., Vol. 156

Country of Publication:: United States

Language:: ENGLISH

References (43)

Evaluation of mineral reactive surface area estimates for prediction of reactivity of a multi-mineral sediment Beckingham, Lauren E.; Mitnick, Elizabeth H.; Steefel, Carl I. Geochimica et Cosmochimica Acta, Vol. 188 https://doi.org/10.1016/j.gca.2016.05.040	journal	September 2016
Evaluation of accessible mineral surface areas for improved prediction of mineral reaction rates in porous media Beckingham, Lauren E.; Steefel, Carl I.; Swift, Alexander M. Geochimica et Cosmochimica Acta, Vol. 205 https://doi.org/10.1016/j.gca.2017.02.006	journal	May 2017
Sealing Shales versus Brittle Shales: A Sharp Threshold in the Material Properties and Energy Technology Uses of Fine-Grained Sedimentary Rocks Bourg, Ian C. Environmental Science & Technology Letters, Vol. 2, Issue 10 https://doi.org/10.1021/acs.estlett.5b00233	journal	September 2015
Calcite and Aragonite Precipitation Under Controlled Instantaneous Supersaturation: Elucidating the Role of CaCO3 Saturation State and Mg/Ca Ratio on Calcium Carbonate Polymorphism De Choudens-Sanchez, V.; Gonzalez, L. A. Journal of Sedimentary Research, Vol. 79, Issue 6 https://doi.org/10.2110/jsr.2009.043	journal	June 2009
Alterations of Fractures in Carbonate Rocks by CO ₂ -Acidified Brines Deng, Hang; Fitts, Jeffrey P.; Crandall, Dustin Environmental Science & Technology, Vol. 49, Issue 16 https://doi.org/10.1021/acs.est.5b01980	journal	August 2015
Quantifying fracture geometry with X-ray tomography: Technique of Iterative Local Thresholding (TILT) for 3D image segmentation Deng, Hang; Fitts, Jeffrey P.; Peters, Catherine A. Computational Geosciences, Vol. 20, Issue 1 https://doi.org/10.1007/s10596-016-9560-9	journal	February 2016
Reactive Transport Simulation of Fracture Channelization and Transmissivity Evolution Deng, Hang; Peters, Catherine A. Environmental Engineering Science, Vol. 36, Issue 1 https://doi.org/10.1089/ees.2018.0244	journal	January 2019
Mineralogical Controls on the Bioaccessibility of Arsenic in Fe(III)–As(V) Coprecipitates Ehlert, Katrin; Mikutta, Christian; Jin, Yuan Environmental Science & Technology, Vol. 52, Issue 2 https://doi.org/10.1021/acs.est.7b05176	journal	January 2018
Dissolution-Driven Permeability Reduction of a Fractured Carbonate Caprock Ellis, Brian R.; Fitts, Jeffrey P.; Bromhal, Grant S. Environmental Engineering Science, Vol. 30, Issue 4 https://doi.org/10.1089/ees.2012.0337	journal	April 2013
3D Mapping of calcite and a demonstration of its relevance to permeability evolution in reactive fractures Ellis, Brian R.; Peters, Catherine A. Advances in Water Resources, Vol. 95 https://doi.org/10.1016/j.advwatres.2015.07.023	journal	September 2016
Mineralogical Controls on Frictional Strength, Stability, and Shear Permeability Evolution of Fractures Fang, Yi; Elsworth, Derek; Wang, Chaoyi Journal of Geophysical Research: Solid Earth, Vol. 123, Issue 5 https://doi.org/10.1029/2017JB015338	journal	May 2018
Caprock Fracture Dissolution and CO2 Leakage Fitts, J. P.; Peters, C. A. Reviews in Mineralogy and Geochemistry, Vol. 77, Issue 1 https://doi.org/10.2138/rmg.2013.77.13	journal	January 2013
Quantitative mineralogical mapping of hydrated low pH concrete Gaboreau, Stéphane; Prêt, Dimitri; Montouillout, Valérie Cement and Concrete Composites, Vol. 83 https://doi.org/10.1016/j.cemconcomp.2017.08.003	journal	October 2017
Mineralogical heterogeneity in fractured, porous media and its representation in reactive transport models Glassley, William E.; Simmons, Ardyth M.; Kercher, James R. Applied Geochemistry, Vol. 17, Issue 6 https://doi.org/10.1016/S0883-2927(02)00031-8	journal	June 2002
3D characterisation of potential CO ₂ reservoir and seal rocks Golab, A.; Romeyn, R.; Averdunk, H. Australian Journal of Earth Sciences, Vol. 60, Issue 1 https://doi.org/10.1080/08120099.2012.675889	journal	February 2013
X-ray Microcomputed Tomography (µCT) for Mineral Characterization: A Review of Data Analysis Methods Guntoro, Pratama Istiadi; Ghorbani, Yousef; Koch, Pierre-Henri Minerals, Vol. 9, Issue 3 https://doi.org/10.3390/min9030183	journal	March 2019
Application of machine learning techniques in mineral phase segmentation for X-ray microcomputed tomography (µCT) data Guntoro, Pratama Istiadi; Tiu, Glacialle; Ghorbani, Yousef Minerals Engineering, Vol. 142 https://doi.org/10.1016/j.mineng.2019.105882	journal	October 2019
Combining Machine Learning with Dual-Energy micro-Ct to Segment Mineral Phases Jennings-Gray, Daisy; Berg, Steffen; Garfi, Gaetano Goldschmidt2020, Goldschmidt Abstracts https://doi.org/10.46427/gold2020.1179	conference	January 2020
Reactive transport modeling of the geochemical behavior of highly reactive tailings in different environmental conditions Kalonji-Kabambi, Alex; Demers, Isabelle; Bussière, Bruno Applied Geochemistry, Vol. 122 https://doi.org/10.1016/j.apgeochem.2020.104761	journal	November 2020
Release of Particulate Iron Sulfide during Shale-Fluid Interaction Kreisserman, Yevgeny; Emmanuel, Simon Environmental Science & Technology, Vol. 52, Issue 2 https://doi.org/10.1021/acs.est.7b05350	journal	December 2017
Expanding the role of reactive transport models in critical zone processes Li, Li; Maher, Kate; Navarre-Sitchler, Alexis Earth-Science Reviews, Vol. 165 https://doi.org/10.1016/j.earscirev.2016.09.001	journal	February 2017
Toward a Spatiotemporal Understanding of Dolomite Dissolution in Sandstone by CO ₂ -Enriched Brine Circulation Ma, Jin; Querci, Lorenzo; Hattendorf, Bodo Environmental Science & Technology, Vol. 53, Issue 21 https://doi.org/10.1021/acs.est.9b04441	journal	October 2019
Mineral grains recognition using computer vision and machine learning Maitre, Julien; Bouchard, Kévin; Bédard, L. Paul Computers & Geosciences, Vol. 130 https://doi.org/10.1016/j.cageo.2019.05.009	journal	September 2019
Larch: An Analysis Package for XAFS and Related Spectroscopies Newville, Matthew Journal of Physics: Conference Series, Vol. 430 https://doi.org/10.1088/1742-6596/430/1/012007	journal	April 2013
Automated mineralogy based on micro-energy-dispersive X-ray fluorescence microscopy (µ-EDXRF) applied to plutonic rock thin sections in comparison to a mineral liberation analyzer Nikonow, Wilhelm; Rammlmair, Dieter Geoscientific Instrumentation, Methods and Data Systems, Vol. 6, Issue 2 https://doi.org/10.5194/gi-6-429-2017	journal	January 2017
Advanced mineral characterization and petrographic analysis by μ-EDXRF, LIBS, HSI and hyperspectral data merging Nikonow, Wilhelm; Rammlmair, Dieter; Meima, Jeannet A. Mineralogy and Petrology, Vol. 113, Issue 3 https://doi.org/10.1007/s00710-019-00657-z	journal	March 2019
Permeability evolution due to dissolution and precipitation of carbonates using reactive transport modeling in pore networks: Permeability evolution due to reaction of carbonates Nogues, Juan P.; Fitts, Jeffrey P.; Celia, Michael A. Water Resources Research, Vol. 49, Issue 9 https://doi.org/10.1002/wrcr.20486	journal	September 2013
Accessibilities of reactive minerals in consolidated sedimentary rock: An imaging study of three sandstones Peters, Catherine A. Chemical Geology, Vol. 265, Issue 1-2 https://doi.org/10.1016/j.chemgeo.2008.11.014	journal	July 2009
Rapid quantitative mineral and phase analysis using automated scanning electron microscopy (QemSCAN); potential applications in forensic geoscience Pirrie, Duncan; Butcher, Alan R.; Power, Matthew R. Geological Society, London, Special Publications, Vol. 232, Issue 1 https://doi.org/10.1144/GSL.SP.2004.232.01.12	journal	January 2004
Targeted Permeability Control in the Subsurface via Calcium Silicate Carbonation Plattenberger, Dan A.; Ling, Florence T.; Peters, Catherine A. Environmental Science & Technology, Vol. 53, Issue 12 https://doi.org/10.1021/acs.est.9b00707	journal	May 2019
A new method for quantitative petrography based on image processing of chemical element maps: Part I. Mineral mapping applied to compacted bentonites Pret, D.; Sammartino, S.; Beaufort, D. American Mineralogist, Vol. 95, Issue 10 https://doi.org/10.2138/am.2010.3431	journal	September 2010
Impact of image resolution on quantification of mineral abundances and accessible surface areas Qin, Fanqi; Beckingham, Lauren E. Chemical Geology, Vol. 523 https://doi.org/10.1016/j.chemgeo.2019.06.004	journal	September 2019
Association Between Imaging and XRF Sensing: A Machine Learning Approach to Discover Mineralogy in Abandoned Mine Voids Rahman, Ashfaqur; Timms, Greg; Shahriar, Md. Sumon IEEE Sensors Journal, Vol. 16, Issue 11 https://doi.org/10.1109/JSEN.2016.2546241	journal	June 2016
Effects of mineral distribution at mesoscopic scale on solute diffusion in a clay-rich rock: Example of the Callovo-Oxfordian mudstone (Bure, France): EFFECTS OF MINERAL DISTRIBUTION Robinet, Jean-Charles; Sardini, Paul; Coelho, Daniel Water Resources Research, Vol. 48, Issue 5 https://doi.org/10.1029/2011WR011352	journal	May 2012
The Impact of Sub-Resolution Porosity of X-ray Microtomography Images on the Permeability Soulaine, Cyprien; Gjetvaj, Filip; Garing, Charlotte Transport in Porous Media, Vol. 113, Issue 1 https://doi.org/10.1007/s11242-016-0690-2	journal	April 2016
Influence of Rock Mineralogy on Reactive Fracture Evolution in Carbonate-Rich Caprocks Spokas, Kasparas; Peters, Catherine A.; Pyrak-Nolte, Laura Environmental Science & Technology, Vol. 52, Issue 17 https://doi.org/10.1021/acs.est.8b01021	journal	August 2018
Application of automated quantitative mineralogy in mineral processing Sutherland, D. N.; Gottlieb, P. Minerals Engineering, Vol. 4, Issue 7-11 https://doi.org/10.1016/0892-6875(91)90063-2	journal	January 1991
Microfluorescence and Microtomography Analyses of Heterogeneous Earth and Environmental Materials Sutton, S. R.; Bertsch, P. M.; Newville, M. Reviews in Mineralogy and Geochemistry, Vol. 49, Issue 1 https://doi.org/10.2138/rmg.2002.49.8	journal	January 2002
Spatially Resolved Elemental Analysis, Spectroscopy and Diffraction at the GSECARS Sector at the Advanced Photon Source Sutton, Stephen R.; Lanzirotti, Antonio; Newville, Matthew Journal of Environment Quality, Vol. 46, Issue 6 https://doi.org/10.2134/jeq2016.10.0401	journal	January 2017
Mineral classification from quantitative X-ray maps using neural network: Application to volcanic rocks: Mineral classification using SOM Tsuji, Takeshi; Yamaguchi, Haruka; Ishii, Teruaki Island Arc, Vol. 19, Issue 1 https://doi.org/10.1111/j.1440-1738.2009.00682.x	journal	February 2010
CO ₂ Adhesion on Hydrated Mineral Surfaces Wang, Shibo; Tao, Zhiyuan; Persily, Sara M. Environmental Science & Technology, Vol. 47, Issue 20 https://doi.org/10.1021/es402199e	journal	September 2013
Utilization of iron sulfides for wastewater treatment: a critical review Yang, Yan; Chen, Tianhu; Sumona, Mukherjee Reviews in Environmental Science and Bio/Technology, Vol. 16, Issue 2 https://doi.org/10.1007/s11157-017-9432-3	journal	April 2017
Investigation on arsenopyrite dissolution and As (III) migration under geologic carbon storage conditions: A numerical simulation approach: Original Research Article: Investigation on arsenopyrite dissolution and As (III) migration under geologic carbon storage conditions Zhang, Liwei; Parthasarathy, Hariprasad; Karamalidis, Athanasios Greenhouse Gases: Science and Technology, Vol. 7, Issue 3 https://doi.org/10.1002/ghg.1651	journal	December 2016

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