articleComputers and Electronics in AgricultureAug 18, 2020HYBRID OA

Crop yield prediction using machine learning: A systematic literature review

Wageningen University & Research · Bahçeşehir University

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Abstract

Machine learning is an important decision support tool for crop yield prediction, including supporting decisions on what crops to grow and what to do during the growing season of the crops. Several machine learning algorithms have been applied to support crop yield prediction research. In this study, we performed a Systematic Literature Review (SLR) to extract and synthesize the algorithms and features that have been used in crop yield prediction studies. Based on our search criteria, we retrieved 567 relevant studies from six electronic databases, of which we have selected 50 studies for further analysis using inclusion and exclusion criteria. We investigated these selected studies carefully, analyzed the…

Citation impact

1,662
total citations
FWCI
154.91
Percentile
100%
References
118
Citations per year

Authors

3

Topics & keywords

Keywords
  • Artificial intelligence
  • Machine learning
  • Deep learning
  • Computer science
  • Convolutional neural network
  • Artificial neural network
  • Support vector machine
  • Yield (engineering)
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