Concepedia

Predictive Soil Modeling

Predictive Soil Modeling is a geostatistical methodology that employs environmental covariates and machine learning algorithms to infer and map soil properties or classes across spatial domains based on sparse observational data.

716

Publications

45.5K

Citations

2.3K

Authors

1K

Institutions

Publications per year

2017–2026

499

Variants

Digital Soil Modeling

Parents

Publications

716

Probabilistic Modeling of Soil Profiles

Erik H. Vanmarcke · Journal of the Geotechnical Engineering Division · 1977 · 1.1K citations

, , +14

A generic framework for spatial prediction of soil variables based on regression-kriging

Tomislav Hengl, G.B.M. Heuvelink, Alfred Stein · Geoderma · 2003 · 1.1K citations · Full text

, , +16

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

Tomislav Hengl, G.B.M. Heuvelink, Bas Kempen et al. · PLoS ONE · 2015 · 930 citations · Full text

, , +17

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

Spatial prediction of soil properties using environmental correlation

N. J. McKenzie, Philip J. Ryan · Geoderma · 1999 · 665 citations

, , +16

1–5 of 716

Authors

2.3K

  1. BM
    Budiman Minasny

    The University of Sydney, Australia

    14 publications · 2K citations

    15

    h-index

  2. GH
    G.B.M. Heuvelink

    Wageningen University & Research, Netherlands

    13 publications · 2.8K citations

    13

    h-index

  3. RT
    Ruhollah Taghizadeh‐Mehrjardi

    University of Tübingen, Germany

    14 publications · 1K citations

    13

    h-index

  4. AB
    Alex B. McBratney

    The University of Sydney, Australia

    13 publications · 3.1K citations

    13

    h-index

  5. TS
    Thomas Scholten

    University of Tübingen, Germany

    10 publications · 992 citations

    11

    h-index

1–5 of 2.3K

Institutions

1K

  1. Chinese Academy of Sciences

    Beijing, China

    26 h-index

    139 publications

    10.1K citations

  2. The University of Sydney

    Sydney, Australia

    21 h-index

    42 publications

    7.3K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    17 h-index

    55 publications

    4.1K citations

  4. Zhejiang University

    Hangzhou, China

    16 h-index

    54 publications

    4K citations

  5. University of Tübingen

    Tübingen, Germany

    15 h-index

    34 publications

    2.8K citations

  6. ISRIC - World Soil Information

    Wageningen, Netherlands

    14 h-index

    28 publications

    6.9K citations

  7. Institute of Geographic Sciences and Natural Resources Research

    Beijing, China

    13 h-index

    25 publications

    2.1K citations

  8. University of Tehran

    Tehran, Iran

    12 h-index

    26 publications

    782 citations

1–8 of 1K

Venues

  1. Geoderma

    84 publications · 9.8K citations

    56

    h-index

  2. CATENA

    24 publications · 2.2K citations

    21

    h-index

  3. The Science of The Total Environment

    22 publications · 1.3K citations

    20

    h-index

  4. Soil Science Society of America Journal

    SSSAJ · 20 publications · 1.7K citations

    19

    h-index

  5. Geoderma Regional

    17 publications · 1.3K citations

    14

    h-index

1–5