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C3PO:一种作物规划和生产过程的本体学和知识图
Baptiste Darnala1,2, Florence Amardeilh2, Catherine Roussey3
1LIRMM, CNRS, University of Montpellier, Montpellier, France.
Frontiers in artificial intelligence
|November 1, 2023
概括
农民可以通过作物规划和生产过程本体学 (C3PO) 提高作物产量和农场可持续性. 这种知识图有助于规划多元化的蔬菜生产和决策支持系统.
科学领域:
- 农业科学 农业科学
- 计算机科学 计算机科学
- 知识表示 知识表示
背景情况:
- 农作物多样化和作物轮换可以提高农场的收入,产量和可持续性.
- 农民需要有效的规划工具,用于年度和多年农业工作.
- 现有的规划方法很大程度上依赖于农民的经验.
研究的目的:
- 开发一种作物规划和生产过程本体学 (C3PO) 以实现多样化的蔬菜生产.
- 帮助农民制定规划决策和监测农业实践.
- 创建一个知识图,整合农业数据和语义资源.
主要方法:
- 开发了8个模块的C3PO,以捕捉作物生产的复杂性.
- 编码的农业过程,农场地块组织和常识.
- 创建了一个知识图,从分类学和化学数据库等语义资源中汇总数据.
主要成果:
- C3PO代表了蔬菜生产的技术路线,从土壤到储存.
- 在C3PO的知识图中,综合了各种农业数据.
- 公开可用的C3PO及其知识图表支持决策支持系统.
结论:
- 在多元化作物生产中,C3PO为代表和管理知识提供了一个强大的框架.
- 开发的知识图增强了用于农业决策支持的数据集成.
- 本体学和知识图是开发先进农业工具的宝贵资源.
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