Concepedia

Machine Learning Lithology Classification

Machine Learning Lithology Classification is a computational method that employs machine learning algorithms to automatically categorize subsurface rock types from geophysical or geological data, distinguishing itself from traditional lithology identification techniques through its reliance on data-driven pattern recognition and predictive modeling.

175

Publications

9.3K

Citations

628

Authors

224

Institutions

Publications per year

2017–2026

145

Parents

Publications

175

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

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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

Towards automatic lithological classification from remote sensing data using support vector machines

Le Yu, Alok Porwal, Eun‐Jung Holden · Computers & Geosciences · 2011 · 218 citations

, , +14

1–5 of 175

Authors

628

  1. MJ
    Matthew J. Cracknell

    University of Tasmania, Australia

    5 publications · 856 citations

    5

    h-index

  2. YK
    Yu Kang

    University of Science and Technology of China, China

    5 publications · 207 citations

    5

    h-index

  3. ZL
    Zerui Li

    University of Science and Technology of China, China

    5 publications · 207 citations

    5

    h-index

  4. MH
    Majid H. Tangestani

    Shiraz University, Iran

    4 publications · 97 citations

    4

    h-index

  5. MH
    Mustapha Hakdaoui

    University of Hassan II Casablanca, Morocco

    4 publications · 183 citations

    4

    h-index

1–5 of 628

Institutions

224

  1. China University of Petroleum, Beijing

    Beijing, China

    13 h-index

    43 publications

    2.3K citations

  2. Sinopec (China)

    Beijing, China

    11 h-index

    13 publications

    995 citations

  3. China University of Geosciences

    Wuhan, China

    11 h-index

    36 publications

    1.7K citations

  4. China University of Petroleum, East China

    Qingdao, China

    9 h-index

    36 publications

    1.4K citations

  5. China University of Geosciences (Beijing)

    Beijing, China

    6 h-index

    16 publications

    661 citations

  6. University of Tasmania

    Hobart, Australia

    5 h-index

    13 publications

    1.9K citations

  7. University of Science and Technology of China

    Hefei, China

    5 h-index

    15 publications

    699 citations

  8. Hohai University

    Nanjing, China

    5 h-index

    22 publications

    1.3K citations

1–8 of 224

Venues

  1. Journal of Petroleum Science and Engineering

    25 publications · 1.9K citations

    23

    h-index

  2. Geoenergy Science and Engineering

    7 publications · 215 citations

    6

    h-index

  3. IEEE Geoscience and Remote Sensing Letters

    GRSL · 6 publications · 299 citations

    6

    h-index

  4. Journal of Applied Geophysics

    6 publications · 274 citations

    6

    h-index

  5. Computers & Geosciences

    CAGEO · 6 publications · 1.4K citations

    6

    h-index

1–5