Concepedia

Machine Learning Yield Forecasting

Machine Learning Yield Forecasting is a computational methodology that employs machine learning algorithms to predict agricultural yield by learning patterns from historical and environmental data, distinguishing itself from traditional statistical forecasting through its capacity to model nonlinear, high-dimensional relationships.

767

Publications

53K

Citations

2.8K

Authors

1K

Institutions

Publications per year

2017–2026

655

Parents

Publications

767

Crop yield prediction using machine learning: A systematic literature review

Thomas van Klompenburg, Ayalew Kassahun, Cagatay Catal · Computers and Electronics in Agriculture · 2020 · 1.7K citations · Full text

, , +17

Random Forests for Global and Regional Crop Yield Predictions

Jig Han Jeong, Jonathan P. Resop, Nathaniel D. Mueller et al. · PLoS ONE · 2016 · 839 citations · Full text

, , +15

Crop Yield Prediction Using Deep Neural Networks

Frontiers in Plant Science · 2019 · 795 citations · Full text

, , +17

Wheat yield prediction using machine learning and advanced sensing techniques

Xanthoula Eirini Pantazi, Dimitrios Moshou, Thomas Alexandridis et al. · Computers and Electronics in Agriculture · 2015 · 599 citations

, , +14

A CNN-RNN Framework for Crop Yield Prediction

Frontiers in Plant Science · 2020 · 579 citations · Full text

, , +15

1–5 of 767

Authors

2.8K

  1. GN
    Gniewko Niedbała

    University of Life Sciences in Poznań, Poland

    9 publications · 400 citations

    9

    h-index

  2. DL
    De Li Liu

    UNSW Sydney, Australia

    7 publications · 719 citations

    7

    h-index

  3. ZZ
    Zhou Zhang

    University of Wisconsin–Madison, United States

    7 publications · 784 citations

    7

    h-index

  4. BW
    Bin Wang

    UNSW Sydney, Australia

    6 publications · 593 citations

    6

    h-index

  5. BD
    Bappa Das

    Central Coastal Agricultural Research Institute, India

    6 publications · 290 citations

    6

    h-index

1–5 of 2.8K

Institutions

1K

  1. Chinese Academy of Sciences

    Beijing, China

    24 h-index

    77 publications

    6.6K citations

  2. China Agricultural University

    Beijing, China

    18 h-index

    59 publications

    3.9K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    17 h-index

    57 publications

    4.4K citations

  4. Ministry of Agriculture and Rural Affairs

    Beijing, China

    17 h-index

    49 publications

    3K citations

  5. Iowa State University

    Ames, United States

    16 h-index

    44 publications

    9.6K citations

  6. Institute of Geographic Sciences and Natural Resources Research

    Beijing, China

    14 h-index

    41 publications

    3.7K citations

  7. Vellore Institute of Technology University

    Vellore, India

    14 h-index

    31 publications

    3.5K citations

  8. Chinese Academy of Agricultural Sciences

    Beijing, China

    11 h-index

    30 publications

    1.5K citations

1–8 of 1K

Venues

  1. Computers and Electronics in Agriculture

    55 publications · 6.3K citations

    38

    h-index

  2. Remote Sensing

    19 publications · 1.8K citations

    19

    h-index

  3. Agricultural and Forest Meteorology

    19 publications · 3K citations

    19

    h-index

  4. Agriculture

    17 publications · 781 citations

    16

    h-index

  5. Agronomy

    16 publications · 837 citations

    15

    h-index

1–5