A Pore‐Scale Upscaling Approach for Laminated Sandstones using Minkowski Maps and Hydraulic Attributes. Issue 8 (21st August 2020)
- Record Type:
- Journal Article
- Title:
- A Pore‐Scale Upscaling Approach for Laminated Sandstones using Minkowski Maps and Hydraulic Attributes. Issue 8 (21st August 2020)
- Main Title:
- A Pore‐Scale Upscaling Approach for Laminated Sandstones using Minkowski Maps and Hydraulic Attributes
- Authors:
- Jiang, Han
Arns, C. H. - Abstract:
- Abstract: Digital core analysis offers unprecedented insight into fluid transport mechanisms at the pore scale, yet the integration of this knowledge into standard workflows requires the consideration of larger sample volumes. For hierarchical materials, this can be achieved by appropriate classification schemes and associated upscaling of pore‐scale transport properties to continuum measures. This work introduces a robust upscaling approach based on regional Minkowski measures or Minkowski maps with or without an additional hydraulic attribute. Data clustering of this feature vector field is achieved with a Gaussian mixture model leading to spatially compact rock types capturing the layering of the analyzed laminated sandstone. Other regional attribute fields like pore size, throat size, and volume/surface ratio are analyzed using these partitions. This is followed by a characterization of their transport properties, namely, electrical conductivity and permeability, for which an efficient sampling scheme utilizing spectral methods is introduced. We compare the upscaled transport properties on the basis of homogenization to full‐scale direct pore‐scale simulations for a thinly laminated sandstone and demonstrate very good agreement and large computational speed‐up. Key Points: Regional morphological features are introduced and corresponding fields derived efficiently with FFT techniques on tomographic images An upscaling workflow based on 3‐D rock types derived fromAbstract: Digital core analysis offers unprecedented insight into fluid transport mechanisms at the pore scale, yet the integration of this knowledge into standard workflows requires the consideration of larger sample volumes. For hierarchical materials, this can be achieved by appropriate classification schemes and associated upscaling of pore‐scale transport properties to continuum measures. This work introduces a robust upscaling approach based on regional Minkowski measures or Minkowski maps with or without an additional hydraulic attribute. Data clustering of this feature vector field is achieved with a Gaussian mixture model leading to spatially compact rock types capturing the layering of the analyzed laminated sandstone. Other regional attribute fields like pore size, throat size, and volume/surface ratio are analyzed using these partitions. This is followed by a characterization of their transport properties, namely, electrical conductivity and permeability, for which an efficient sampling scheme utilizing spectral methods is introduced. We compare the upscaled transport properties on the basis of homogenization to full‐scale direct pore‐scale simulations for a thinly laminated sandstone and demonstrate very good agreement and large computational speed‐up. Key Points: Regional morphological features are introduced and corresponding fields derived efficiently with FFT techniques on tomographic images An upscaling workflow based on 3‐D rock types derived from morphological fields was successfully applied to a thin‐bedded sandstone Upscaling of transport properties based on the introduced homogenization scheme leads to excellent agreement with direct calculations … (more)
- Is Part Of:
- Water resources research. Volume 56:Issue 8(2020)
- Journal:
- Water resources research
- Issue:
- Volume 56:Issue 8(2020)
- Issue Display:
- Volume 56, Issue 8 (2020)
- Year:
- 2020
- Volume:
- 56
- Issue:
- 8
- Issue Sort Value:
- 2020-0056-0008-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-08-21
- Subjects:
- digital core analysis -- rock‐typing -- Minkowski maps -- upscaling -- pore‐scale
Hydrology -- Periodicals
333.91 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1944-7973 ↗
http://www.agu.org/pubs/current/wr/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1029/2020WR027978 ↗
- Languages:
- English
- ISSNs:
- 0043-1397
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9275.150000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23838.xml