articleAgricultureFeb 11, 2025GOLD OA

Machine Learning in Sustainable Agriculture: Systematic Review and Research Perspectives

Instituto Tecnológico Metropolitano · Arturo Prat University · +2 more institutions

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Abstract

Machine learning (ML) has revolutionized resource management in agriculture by analyzing vast amounts of data and creating precise predictive models. Precision agriculture improves agricultural productivity and profitability while reducing costs and environmental impact. However, ML implementation faces challenges such as managing large volumes of data and adequate infrastructure. Despite significant advances in ML applications in sustainable agriculture, there is still a lack of deep and systematic understanding in several areas. Challenges include integrating data sources and adapting models to local conditions. This research aims to identify research trends and key players associated with ML use in…

Citation impact

59
total citations
FWCI
78.45
Percentile
100%
References
115
Citations per year

Authors

7

Topics & keywords

Keywords
  • Agriculture
  • Sustainable agriculture
  • Environmental resource management
  • Agroforestry
  • Environmental planning
  • Business
  • Geography
  • Environmental science
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