Concepedia

Lithology Classification

Lithology Classification is a methodological framework within geological sciences that categorizes subsurface rock formations based on their physical, mineralogical, and textural characteristics derived from well log data, core samples, or seismic attributes, enabling accurate identification of lithologic units in Pay Zone Identification.

293

Publications

13.6K

Citations

1.1K

Authors

408

Institutions

Publications per year

2017–2026

157

Parents

Publications

293

The new global lithological map database GLiM: A representation of rock properties at the Earth surface

Jens Hartmann, Nils Moosdorf · Geochemistry Geophysics Geosystems · 2012 · 1.2K citations · Full text

, , +12

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

Matthew J. Cracknell, Anya M. Reading · Computers & Geosciences · 2013 · 652 citations · Full text

, , +14

Evaluation of machine learning methods for formation lithology identification: A comparison of tuning processes and model performances

Yunxin Xie, Chenyang Zhu, Wen Zhou et al. · Journal of Petroleum Science and Engineering · 2017 · 326 citations

, , +13

Evaluation of machine learning methods for lithology classification using geophysical data

Thiago Santi Bressan, Marcelo Kehl de Souza, Tiago Jonatan Girelli et al. · Computers & Geosciences · 2020 · 248 citations

, , +14

Formation lithology classification using scalable gradient boosted decision trees

Vikrant A. Dev, Mario R. Eden · Computers & Chemical Engineering · 2019 · 229 citations

, , +15

1–5 of 293

Authors

1.1K

  1. AM
    Anya M. Reading

    University of Tasmania, Australia

    7 publications · 936 citations

    7

    h-index

  2. CA
    Carlos A. Perez

    Mallinckrodt (United States), United States

    6 publications · 160 citations

    6

    h-index

  3. MJ
    Matthew J. Cracknell

    University of Tasmania, Australia

    6 publications · 924 citations

    6

    h-index

  4. YK
    Yu Kang

    University of Science and Technology of China, China

    5 publications · 207 citations

    5

    h-index

  5. ZL
    Zerui Li

    University of Science and Technology of China, China

    5 publications · 207 citations

    5

    h-index

1–5 of 1.1K

Institutions

408

  1. China University of Petroleum, Beijing

    Beijing, China

    16 h-index

    58 publications

    3.2K citations

  2. China University of Geosciences

    Wuhan, China

    13 h-index

    50 publications

    1.8K citations

  3. Sinopec (China)

    Beijing, China

    12 h-index

    17 publications

    1.1K citations

  4. University of Tasmania

    Hobart, Australia

    8 h-index

    19 publications

    2.1K citations

  5. Jilin University

    Changchun, China

    8 h-index

    34 publications

    787 citations

  6. University of Chile

    Santiago, Chile

    7 h-index

    30 publications

    798 citations

  7. China University of Petroleum, East China

    Qingdao, China

    7 h-index

    24 publications

    1K citations

  8. China University of Geosciences (Beijing)

    Beijing, China

    7 h-index

    21 publications

    691 citations

1–8 of 408

Venues

  1. Journal of Petroleum Science and Engineering

    25 publications · 2K citations

    22

    h-index

  2. Journal of Applied Geophysics

    12 publications · 439 citations

    12

    h-index

  3. Geophysics

    10 publications · 546 citations

    10

    h-index

  4. Computers & Geosciences

    CAGEO · 8 publications · 1.7K citations

    8

    h-index

  5. Remote Sensing

    8 publications · 520 citations

    8

    h-index

1–5