Pore system characterization of organic-rich shales using nanoscale-resolution 3D imaging
Abstract
The Vaca Muerta Shale in Argentina is the first signifcant commercial shale oil/gas play outside of North America. High-resolution 2D/3D imaging of shale rocks for the purpose of establishing their mineralogy, total, and connected porosities has become more and more sophisticated. In this paper, nanoscale-resolution focused ion beam (FIB)-scanning electron microscopy (SEM) nano-tomography was used to obtain images of pore structures within two organic-rich regions of interest (ROIs), selected based on correlative SEM and automated mineralogy maps. Advanced machine learning classification tools were used to segment the images and assign porosities and other components. Pore size distribution and pore connectivity analyzes revealed that about 95% of all the pores, present within the two ROIs, had a diameter of less than approximately 75 nm, and that most of these pores were poorly connected. In a similar fashion, the flow rate distribution analysis showed that pores with diameters of about 150-330 nm contributed to over 50% of the flow capacity of the connected pore systems. These results suggest that although most of the pores typically found in shales have pore diameter smaller than about 100 nm, most of the hydrocarbon production may be carried by a relatively small number of larger connectedmore »
- Authors:
-
- Univ. of Utah, Salt Lake City, UT (United States)
- Carl Zeiss X-ray Microscopy, Pleasanton, CA (United States)
- Publication Date:
- Research Org.:
- Energy Frontier Research Centers (EFRC) (United States). Multi-Scale Fluid-Solid Interactions in Architected and Natural Materials (MUSE); Univ. of Utah, Salt Lake City, UT (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES)
- OSTI Identifier:
- 1594054
- Grant/Contract Number:
- SC0019285
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Fuel
- Additional Journal Information:
- Journal Volume: 258; Journal Issue: C; Journal ID: ISSN 0016-2361
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES; Porosity and permeability of shales; Multi-scale imaging; Correlative microscopy; Machine learning image segmentation; Digital rock; Vaca Muerta Shale
Citation Formats
Goral, Jan, Walton, Ian, Andrew, Matthew, and Deo, Milind. Pore system characterization of organic-rich shales using nanoscale-resolution 3D imaging. United States: N. p., 2019.
Web. doi:10.1016/j.fuel.2019.116049.
Goral, Jan, Walton, Ian, Andrew, Matthew, & Deo, Milind. Pore system characterization of organic-rich shales using nanoscale-resolution 3D imaging. United States. https://doi.org/10.1016/j.fuel.2019.116049
Goral, Jan, Walton, Ian, Andrew, Matthew, and Deo, Milind. Fri .
"Pore system characterization of organic-rich shales using nanoscale-resolution 3D imaging". United States. https://doi.org/10.1016/j.fuel.2019.116049. https://www.osti.gov/servlets/purl/1594054.
@article{osti_1594054,
title = {Pore system characterization of organic-rich shales using nanoscale-resolution 3D imaging},
author = {Goral, Jan and Walton, Ian and Andrew, Matthew and Deo, Milind},
abstractNote = {The Vaca Muerta Shale in Argentina is the first signifcant commercial shale oil/gas play outside of North America. High-resolution 2D/3D imaging of shale rocks for the purpose of establishing their mineralogy, total, and connected porosities has become more and more sophisticated. In this paper, nanoscale-resolution focused ion beam (FIB)-scanning electron microscopy (SEM) nano-tomography was used to obtain images of pore structures within two organic-rich regions of interest (ROIs), selected based on correlative SEM and automated mineralogy maps. Advanced machine learning classification tools were used to segment the images and assign porosities and other components. Pore size distribution and pore connectivity analyzes revealed that about 95% of all the pores, present within the two ROIs, had a diameter of less than approximately 75 nm, and that most of these pores were poorly connected. In a similar fashion, the flow rate distribution analysis showed that pores with diameters of about 150-330 nm contributed to over 50% of the flow capacity of the connected pore systems. These results suggest that although most of the pores typically found in shales have pore diameter smaller than about 100 nm, most of the hydrocarbon production may be carried by a relatively small number of larger connected pores with pore diameter greater than about 150 nm. This research implies that a large portion of the organic-hosted pores (with diameter typically smaller than about 100 nm) may not provide permeable flow pathways for the oil and/or gas migration, and hence may have very little contribution to the hydrocarbon production.},
doi = {10.1016/j.fuel.2019.116049},
journal = {Fuel},
number = C,
volume = 258,
place = {United States},
year = {Fri Sep 20 00:00:00 EDT 2019},
month = {Fri Sep 20 00:00:00 EDT 2019}
}
Web of Science
Works referenced in this record:
Experimental investigation of main controls to methane adsorption in clay-rich rocks
journal, December 2012
- Ji, Liming; Zhang, Tongwei; Milliken, Kitty L.
- Applied Geochemistry, Vol. 27, Issue 12
Effect of organic-matter type and thermal maturity on methane adsorption in shale-gas systems
journal, June 2012
- Zhang, Tongwei; Ellis, Geoffrey S.; Ruppel, Stephen C.
- Organic Geochemistry, Vol. 47
Pore types in the Barnett and Woodford gas shales: Contribution to understanding gas storage and migration pathways in fine-grained rocks
journal, December 2011
- Slatt, Roger M.; O'Brien, Neal R.
- AAPG Bulletin, Vol. 95, Issue 12
Multiscale, Multiphysics Network Modeling of Shale Matrix Gas Flows
journal, June 2013
- Mehmani, Ayaz; Prodanović, Maša; Javadpour, Farzam
- Transport in Porous Media, Vol. 99, Issue 2
Multiscale and multiresolution modeling of shales and their flow and morphological properties
journal, November 2015
- Tahmasebi, Pejman; Javadpour, Farzam; Sahimi, Muhammad
- Scientific Reports, Vol. 5, Issue 1
Multiscale study for stochastic characterization of shale samples
journal, March 2016
- Tahmasebi, Pejman; Javadpour, Farzam; Sahimi, Muhammad
- Advances in Water Resources, Vol. 89
Many-body dissipative particle dynamics modeling of fluid flow in fine-grained nanoporous shales
journal, May 2017
- Xia, Yidong; Goral, Jan; Huang, Hai
- Physics of Fluids, Vol. 29, Issue 5
Micro/Nano-pore Network Analysis of Gas Flow in Shale Matrix
journal, August 2015
- Zhang, Pengwei; Hu, Liming; Meegoda, Jay N.
- Scientific Reports, Vol. 5, Issue 1
Pore types and pore-size distributions across thermal maturity, Eagle Ford Formation, southern Texas
journal, September 2015
- Pommer, Maxwell; Milliken, Kitty
- AAPG Bulletin, Vol. 99, Issue 09
Porosity and storage capacity of Middle Devonian shale: A function of thermal maturity, total organic carbon, and clay content
journal, April 2019
- Song, Liaosha; Martin, Keithan; Carr, Timothy R.
- Fuel, Vol. 241
Characterization and Analysis of Porosity and Pore Structures
journal, January 2015
- Anovitz, Lawrence M.; Cole, David R.
- Reviews in Mineralogy and Geochemistry, Vol. 80, Issue 1
Organic matter-hosted pore system, Marcellus Formation (Devonian), Pennsylvania
journal, February 2013
- Milliken, Kitty L.; Rudnicki, Mark; Awwiller, David N.
- AAPG Bulletin, Vol. 97, Issue 2
Imaging pores in sedimentary rocks: Foundation of porosity prediction
journal, May 2016
- Milliken, Kitty L.; Curtis, Mark E.
- Marine and Petroleum Geology, Vol. 73
Spectrum of pore types and networks in mudrocks and a descriptive classification for matrix-related mudrock pores
journal, June 2012
- Loucks, Robert G.; Reed, Robert M.; Ruppel, Stephen C.
- AAPG Bulletin, Vol. 96, Issue 6
Morphology, Genesis, and Distribution of Nanometer-Scale Pores in Siliceous Mudstones of the Mississippian Barnett Shale
journal, November 2009
- Loucks, R. G.; Reed, R. M.; Ruppel, S. C.
- Journal of Sedimentary Research, Vol. 79, Issue 12
Pore-throat sizes in sandstones, tight sandstones, and shales
journal, March 2009
- Nelson, Philip H.
- AAPG Bulletin, Vol. 93, Issue 3
Development of organic porosity in the Woodford Shale with increasing thermal maturity
journal, December 2012
- Curtis, Mark E.; Cardott, Brian J.; Sondergeld, Carl H.
- International Journal of Coal Geology, Vol. 103
Characterization of gas shale pore systems by porosimetry, pycnometry, surface area, and field emission scanning electron microscopy/transmission electron microscopy image analyses: Examples from the Barnett, Woodford, Haynesville, Marcellus, and Doig units
journal, June 2012
- Chalmers, Gareth R.; Bustin, R. Marc; Power, Ian M.
- AAPG Bulletin, Vol. 96, Issue 6
Microstructural investigation of gas shales in two and three dimensions using nanometer-scale resolution imaging
journal, April 2012
- Curtis, Mark E.; Sondergeld, Carl H.; Ambrose, Raymond J.
- AAPG Bulletin, Vol. 96, Issue 4
A Threshold Selection Method from Gray-Level Histograms
journal, January 1979
- Otsu, Nobuyuki
- IEEE Transactions on Systems, Man, and Cybernetics, Vol. 9, Issue 1
Assessment of bone ingrowth into porous biomaterials using MICRO-CT
journal, May 2007
- Jones, A.; Arns, C.; Sheppard, A.
- Biomaterials, Vol. 28, Issue 15
Processing of rock core microtomography images: Using seven different machine learning algorithms
journal, January 2016
- Chauhan, Swarup; Rühaak, Wolfram; Khan, Faisal
- Computers & Geosciences, Vol. 86
High-resolution synchrotron imaging shows that root hairs influence rhizosphere soil structure formation
journal, July 2017
- Koebernick, Nicolai; Daly, Keith R.; Keyes, Samuel D.
- New Phytologist, Vol. 216, Issue 1
Rapid soil formation after glacial retreat shaped by spatial patterns of organic matter accrual in microaggregates
journal, January 2018
- Schweizer, Steffen A.; Hoeschen, Carmen; Schlüter, Steffen
- Global Change Biology, Vol. 24, Issue 4
A quantified study of segmentation techniques on synthetic geological XRM and FIB-SEM images
journal, August 2018
- Andrew, Matthew
- Computational Geosciences, Vol. 22, Issue 6
Generation of ground truth images to validate micro-CT image-processing pipelines
journal, June 2018
- Berg, Steffen; Saxena, Nishank; Shaik, Majeed
- The Leading Edge, Vol. 37, Issue 6
Works referencing / citing this record:
Confinement Effect on Porosity and Permeability of Shales
journal, January 2020
- Goral, Jan; Panja, Palash; Deo, Milind
- Scientific Reports, Vol. 10, Issue 1