Concepedia

Decision Tree Salinity Mapping

Decision Tree Salinity Mapping is a machine learning–based remote sensing methodology that employs a hierarchical decision rule structure to classify and map soil or water salinity levels by differentiating spectral or geospatial features according to thresholds derived from training data.

6

Publications

297

Citations

23

Authors

12

Institutions

Publications per year

2017–2026

3

Parents

Publications

6

Application of Remote-sensing Data and Decision-Tree Analysis to Mapping Salt-Affected Soils over Large Areas

A. Elnaggar, Jay S. Noller · Remote Sensing · 2009 · 152 citations · Full text

, , +17

A longitudinal analysis of soil salinity changes using remotely sensed imageries

Soraya Bandak, S. A. R. Movahedi-Naeini, Saeed Mehri et al. · Scientific Reports · 2024 · 37 citations · Full text

, , +17

A Methodology to Estimate the Future Extent of Dryland Salinity in the Southwest of Western Australia

Peter Caccetta, Robert Dunne, Richard J George et al. · Journal of Environmental Quality · 2010 · 32 citations · Full text

, , +16

Broad-scale Spatial Prediction of Areas at Risk from Dryland Salinity

F. Evans, Peter Caccetta · Cartography · 2000 · 31 citations

, , +17

Spatial Mapping of Soil Salinity Using Machine Learning and Remote Sensing in Kot Addu, Pakistan

Yasin Ul Haq, Muhammad Shahbaz, Hafiz Muhammad Shahzad Asif et al. · Sustainability · 2023 · 26 citations · Full text

, , +16

1–5 of 6

Authors

23

  1. PC
    Peter Caccetta

    Commonwealth Scientific and Industrial Research Organisation, Australia

    2 publications · 63 citations

    2

    h-index

  2. SB
    Soraya Bandak

    Gorgan University of Agricultural Sciences and Natural Resources, Iran

    1 publications · 37 citations

    1

    h-index

  3. HM
    Hafiz Muhammad Shahzad Asif

    University of Engineering and Technology Lahore, Pakistan

    1 publications · 26 citations

    1

    h-index

  4. JS
    Jay S. Noller

    Oregon State University, United States

    1 publications · 152 citations

    1

    h-index

  5. RD
    Robert Dunne

    Commonwealth Scientific and Industrial Research Organisation, Australia

    1 publications · 32 citations

    1

    h-index

1–5 of 23

Institutions

12

  1. Commonwealth Scientific and Industrial Research Organisation

    Canberra, Australia

    2 h-index

    4 publications

    126 citations

  2. CSIRO Land and Water

    Canberra, Australia

    1 h-index

    1 publications

    32 citations

  3. Oregon State University

    Corvallis, United States

    1 h-index

    2 publications

    304 citations

  4. Mansoura University

    Al Mansurah, Egypt

    1 h-index

    1 publications

    152 citations

  5. Gorgan University of Agricultural Sciences and Natural Resources

    Gorgan, Iran

    1 h-index

    2 publications

    74 citations

  6. K.N.Toosi University of Technology

    Tehran, Iran

    1 h-index

    1 publications

    37 citations

  7. University of California, Davis

    Davis, United States

    1 h-index

    1 publications

    37 citations

  8. Agriculture and Food

    Canberra, Australia

    1 h-index

    1 publications

    32 citations

1–8 of 12

Venues

  1. Remote Sensing

    1 publications · 152 citations

    1

    h-index

  2. CATENA

    1 publications · 19 citations

    1

    h-index

  3. Journal of Environmental Quality

    JEQ · 1 publications · 32 citations

    1

    h-index

  4. Scientific Reports

    1 publications · 37 citations

    1

    h-index

  5. Sustainability

    1 publications · 26 citations

    1

    h-index

1–5