Concepedia

Predictive Soil Mapping

Predictive Soil Mapping is a geospatial modeling approach that systematically infers the spatial distribution of soil properties or classes by leveraging environmental covariates and statistical or machine learning methods to predict soil variation in unsampled locations.

146

Publications

10K

Citations

529

Authors

249

Institutions

Publications per year

2017–2026

79

Variants

Digital Soil Mapping

Parents

Publications

146

Further results on prediction of soil properties from terrain attributes: heterotopic cokriging and regression-kriging

Inakwu Odeh, Alex B. McBratney, David J. Chittleborough · Geoderma · 1995 · 690 citations

, , +14

Mapping high resolution National Soil Information Grids of China

Feng Liu, Huayong Wu, Yu-Guo Zhao et al. · Science Bulletin · 2021 · 583 citations · Full text

, , +16

Selecting appropriate machine learning methods for digital soil mapping

Yones Khaledian, Bradley A. Miller · Applied Mathematical Modelling · 2019 · 440 citations

, , +14

Using deep learning to predict soil properties from regional spectral data

José Padarian, Budiman Minasny, Alex B. McBratney · Geoderma Regional · 2018 · 440 citations

, , +13

Predictive soil parent material mapping at a regional-scale: A Random Forest approach

Brandon Heung, Chuck Bulmer, Margaret Schmidt · Geoderma · 2013 · 278 citations

, , +12

1–5 of 146

Authors

529

  1. AZ
    A‐Xing Zhu

    University of Wisconsin–Madison, United States

    9 publications · 1.1K citations

    9

    h-index

  2. BM
    Budiman Minasny

    The University of Sydney, Australia

    7 publications · 1.1K citations

    7

    h-index

  3. AB
    Alex B. McBratney

    The University of Sydney, Australia

    7 publications · 1.6K citations

    7

    h-index

  4. CZ
    Chuanrong Zhang

    University of Connecticut, United States

    5 publications · 361 citations

    5

    h-index

  5. ÉG
    Élvio Giasson

    Universidade Federal do Rio Grande do Sul, Brazil

    5 publications · 161 citations

    5

    h-index

1–5 of 529

Institutions

249

  1. Chinese Academy of Sciences

    Beijing, China

    15 h-index

    48 publications

    6.3K citations

  2. The University of Sydney

    Sydney, Australia

    12 h-index

    25 publications

    4.3K citations

  3. Institute of Geographic Sciences and Natural Resources Research

    Beijing, China

    11 h-index

    26 publications

    2.3K citations

  4. Institute of Soil Science

    Nanjing, China

    8 h-index

    30 publications

    4.3K citations

  5. Nanjing Normal University

    Nanjing, China

    8 h-index

    15 publications

    1.2K citations

  6. University of Chinese Academy of Sciences

    Beijing, China

    7 h-index

    17 publications

    2.9K citations

  7. University of Wisconsin–Madison

    Madison, United States

    7 h-index

    16 publications

    1K citations

  8. Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application

    Nanjing, China

    6 h-index

    11 publications

    596 citations

1–8 of 249

Venues

  1. Geoderma

    37 publications · 3.4K citations

    29

    h-index

  2. CATENA

    10 publications · 634 citations

    10

    h-index

  3. Geoderma Regional

    5 publications · 556 citations

    5

    h-index

  4. European Journal of Soil Science

    4 publications · 238 citations

    4

    h-index

  5. Soil Science Society of America Journal

    SSSAJ · 4 publications · 219 citations

    4

    h-index

1–5