Concepedia

Random Forest Salinity Mapping

Random Forest Salinity Mapping is a machine learning–based salinity mapping method that employs the Random Forest algorithm to predict spatial soil salinity distributions by leveraging remotely sensed data and environmental covariates.

43

Publications

2.1K

Citations

214

Authors

114

Institutions

Publications per year

2017–2026

42

Parents

Publications

43

Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam)

Pham Viet Hoa, Vu Giang Nguyen, Nguyễn An Bình et al. · Remote Sensing · 2019 · 163 citations · Full text

, , +17

Characterizing soil salinity at multiple depth using electromagnetic induction and remote sensing data with random forests: A case study in Tarim River Basin of southern Xinjiang, China

Fei Wang, Shengtian Yang, Qian Shi et al. · The Science of The Total Environment · 2020 · 129 citations

, , +16

Soil Salinity Mapping Using Machine Learning Algorithms with the Sentinel-2 MSI in Arid Areas, China

Jiaqiang Wang, Jie Peng, Hongyi Li et al. · Remote Sensing · 2021 · 129 citations · Full text

, , +15

Investigation of the spatial and temporal variation of soil salinity using random forests in the central desert of Iran

Hassan Fathizad, Mohammad Ali Hakimzadeh Ardakani, Hamid Sodaiezadeh et al. · Geoderma · 2020 · 116 citations

, , +17

Assessing agricultural salt-affected land using digital soil mapping and hybridized random forests

Kamal Nabiollahi, Ruhollah Taghizadeh‐Mehrjardi, Aram Shahabi et al. · Geoderma · 2020 · 98 citations

, , +16

1–5 of 43

Authors

214

  1. JD
    Jianli Ding

    Xinjiang University, China

    5 publications · 250 citations

    5

    h-index

  2. RT
    Ruhollah Taghizadeh‐Mehrjardi

    University of Tübingen, Germany

    3 publications · 250 citations

    3

    h-index

  3. GZ
    Gengxing Zhao

    Shandong Agricultural University, China

    3 publications · 133 citations

    3

    h-index

  4. SY
    Shengtian Yang

    Beijing Normal University, China

    3 publications · 199 citations

    3

    h-index

  5. ZZ
    Zhe Zhang

    Hohai University, China

    2 publications · 86 citations

    2

    h-index

1–5 of 214

Institutions

114

  1. Xinjiang University

    Ürümqi, China

    8 h-index

    42 publications

    2.1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    11 publications

    344 citations

  3. University of Tehran

    Tehran, Iran

    3 h-index

    4 publications

    328 citations

  4. University of Tübingen

    Tübingen, Germany

    3 h-index

    5 publications

    384 citations

  5. Beijing Normal University

    Beijing, China

    3 h-index

    3 publications

    209 citations

  6. Ardakan University

    Ardakān, Iran

    3 h-index

    3 publications

    250 citations

  7. Shandong Agricultural University

    Tai’an, China

    3 h-index

    11 publications

    506 citations

  8. China Agricultural University

    Beijing, China

    2 h-index

    7 publications

    217 citations

1–8 of 114

Venues

  1. Remote Sensing

    10 publications · 637 citations

    10

    h-index

  2. Geoderma

    3 publications · 273 citations

    3

    h-index

  3. Journal of Applied Remote Sensing

    JARS · 2 publications · 39 citations

    2

    h-index

  4. Sustainability

    2 publications · 40 citations

    2

    h-index

  5. Scientific Reports

    2 publications · 81 citations

    2

    h-index

1–5