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C3PO: a crop planning and production process ontology and knowledge graph
Baptiste Darnala1,2, Florence Amardeilh2, Catherine Roussey3
1LIRMM, CNRS, University of Montpellier, Montpellier, France.
Frontiers in Artificial Intelligence
|November 1, 2023
Summary
Farmers can improve crop yields and farm sustainability with the Crop Planning and Production Process Ontology (C3PO). This knowledge graph aids in planning diversified vegetable production and decision-support systems.
Area of Science:
- Agricultural Science
- Computer Science
- Knowledge Representation
Background:
- Crop diversification and rotation enhance farm income, yields, and sustainability.
- Farmers require effective planning tools for yearly and multi-year agricultural work.
- Existing planning methods rely heavily on farmer experience.
Purpose of the Study:
- To develop a Crop Planning and Production Process Ontology (C3PO) for diversified vegetable production.
- To assist farmers in planning decisions and monitoring agricultural practices.
- To create a knowledge graph integrating agricultural data and semantic resources.
Main Methods:
- Developed C3PO with eight modules to capture crop production complexity.
- Encoded agricultural processes, farm plot organization, and common knowledge.
- Created a knowledge graph aggregating data from semantic resources like taxonomies and chemical databases.
Main Results:
- C3PO represents technical itineraries for vegetable production, from soil to storage.
- The C3PO knowledge graph integrates diverse agricultural data.
- Publicly available C3PO and its knowledge graph support decision support systems.
Conclusions:
- C3PO provides a robust framework for representing and managing knowledge in diversified crop production.
- The developed knowledge graph enhances data integration for agricultural decision support.
- The ontology and knowledge graph are valuable resources for developing advanced farming tools.
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