Estimating permeability from thin sections without reconstruction: Digital rock study of 3D properties from 2D images

被引:67
|
作者
Saxena, Nishank [1 ,2 ]
Mavko, Gary [2 ]
Hofmann, Ronny [1 ]
Srisutthiyakorn, Nattavadee [2 ]
机构
[1] Shell Technol Ctr Houston, Shell Int Explorat & Prod, Houston, TX 77082 USA
[2] Stanford Univ, Dept Geophys, Rock Phys Lab, Stanford, CA 94305 USA
关键词
Digital rock; Image segmentation; Permeability; Petrology; Sandstone; Carbonate; Thin sections; DISCRETIZED BOLTZMANN-EQUATION; PARTICULATE SUSPENSIONS; NUMERICAL SIMULATIONS; FLOW;
D O I
10.1016/j.cageo.2017.02.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present a new approach for predicting permeability of natural rocks using thin sections. Our approach involves two steps: (1) computing permeability of the thin sections for flow normal to the face, and (2) application of new robust 2D-3D transforms that relate thin section permeability to 3D rock permeability using calibration parameters. We perform step 1 using Lattice-Boltzmann and finite difference schemes, which are memory efficient. We discuss two models to perform step 2. Our two-step approach is fast and efficient, since it does not require reconstruction of the unknown 3D rock using 2D thin section information. We establish the applicability of this new approach using a dataset comprised of LBM-computed permeability of rock samples from various geologic formations, including Fontainebleau sandstone, Berea sandstone, Bituminous sand, and Grosmont carbonate. We find that for sandstones our approach predicts fairly accurate permeability with little calibration. Predicting permeability of carbonates from thin sections is more challenging due to microstructural complexity thus model parameters require more calibration. For general workflow, we propose to first calibrate the proposed models using the available 3D information on the rock microstructure (from microCT, SEM, etc.) and then predict the permeability for rocks from the same geological formation for which only 2D thin sections are available.
引用
收藏
页码:79 / 99
页数:21
相关论文
共 50 条
  • [21] 3D reconstruction of a carotid bifurcation from 2D transversal ultrasound images
    Yeom, Eunseop
    Nam, Kweon-Ho
    Jin, Changzhu
    Paeng, Dong-Guk
    Lee, Sang-Joon
    ULTRASONICS, 2014, 54 (08) : 2184 - 2192
  • [22] Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild
    Feng, Zhen-Hua
    Huber, Patrik
    Kittler, Josef
    Hancock, Peter
    Wu, Xiao-Jun
    Zhao, Qijun
    Koppen, Paul
    Raetsch, Matthias
    PROCEEDINGS 2018 13TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2018), 2018, : 780 - 786
  • [23] Patient-specific 3D CT Images Reconstruction from 2D KV Images
    Ding, Y.
    Patel, S. H.
    Holmes, J.
    Feng, H.
    McGee, L. A.
    Rwigema, J. C.
    Vora, S. A.
    Wong, W. W.
    Ma, D. J.
    Foote, R. L.
    Li, B.
    Liu, W.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2024, 118 (05): : E68 - E69
  • [24] 3D morphology reconstruction of rock joints from 2D profile measurement by a profilograph
    Liu, Songlin
    Wang, Changshuo
    Du, Shigui
    Yong, Rui
    Yu, Yang
    Sun, Hongyue
    MEASUREMENT, 2022, 203
  • [25] 3D morphology reconstruction of rock joints from 2D profile measurement by a profilograph
    Liu, Songlin
    Wang, Changshuo
    Du, Shigui
    Yong, Rui
    Yu, Yang
    Sun, Hongyue
    MEASUREMENT, 2022, 203
  • [26] 3D object understanding from 2D images
    Wang, PSP
    INTERNATIONAL SYMPOSIUM ON MULTISPECTRAL IMAGE PROCESSING, 1998, 3545 : 33 - 43
  • [27] Face recognition from 2D and 3D images
    Wang, YJ
    Chua, CS
    Ho, YK
    AUDIO- AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2001, 2091 : 26 - 31
  • [28] From 2D images to 3D face geometry
    Lengagne, R
    Tarel, JP
    Monga, O
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, 1996, : 301 - 306
  • [29] Framework for Automated Reconstruction of 3D Model from Multiple 2D Aerial Images
    Lapandic, Dzenan
    Velagic, Jasmin
    Balta, Haris
    PROCEEDINGS OF 2017 INTERNATIONAL SYMPOSIUM ELMAR, 2017, : 173 - 176
  • [30] 3D prostate model reconstruction from 2D transrectal ultrasound biopsy images
    Cool, D
    Downey, D
    Peters, T
    Fenster, A
    MEDICAL PHYSICS, 2005, 32 (06) : 2154 - 2154