农作物病虫害知识图谱与问答系统构建研究
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S433;TP391.1

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科学技术部科技创新2030-新一代人工智能重大项目(2021ZD0113705)


Research on the Construction of Knowledge Graph and Q&A System for Crop Diseases and Pests
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    摘要:

    农作物病虫害是制约农业发展、造成农作物减产与品质下降的重要限制条件,构建知识图谱以合理整合农作物病虫害数据,通过问答的方式解决农业生产过程中遇到的农作物病虫害问题,为其提供科学、合理的病虫害防治知识,对于实现农业信息化具有重要意义。本研究旨在概述农业知识图谱在农作物病虫害领域的应用现状及相关问答系统的构建现状及关键技术,总结存在的问题;通过构建病虫害知识图谱与问答系统进行实证分析与可视化展示,完成农作物病虫害问答框架设计、自然语言理解配置及数据构建、对话管理设计、知识图谱查询以及原型系统展示,实现了农作物病虫害多轮问答。针对现存问题进行分析并对农作物病虫害问答系统的未来发展方向进行展望,为相关知识图谱及问答系统的构建提供参考。

    Abstract:

    Crop pests and diseases are important limiting factors that restrict agricultural development and cause crop yield reduction and quality decline. Constructing knowledge graphs to reasonably integrate crop pest and disease data, solving crop pest and disease problems encountered in agricultural production through question-andanswer methods, and providing scientific and reasonable pest and disease prevention knowledge are of great significance for realizing agricultural informatization. This paper aims to summarize the current application status of agricultural knowledge graphs in the field of crop pests and diseases, the current status of the construction of related question-and-answer systems, and key technologies, and summarize the existing problems; by constructing pest and disease knowledge graphs and question-and-answer systems for empirical analysis and visualization, the design of the crop pest and disease question-and-answer framework, natural language understanding configuration and data construction, dialogue management design, knowledge graph query, and prototype system display are completed,and multi-round question-and-answer of crop pests and diseases is realized. The existing problems are analyzed and the future development direction of the crop pest and disease question-and-answer system is prospected, providing a reference for the construction of related knowledge graphs and question-and-answer systems.

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董文虎,赵瑞雪.农作物病虫害知识图谱与问答系统构建研究[J].东北农业科学,2025,50(1):69-77.

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  • 收稿日期:2024-06-03
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  • 在线发布日期: 2025-03-24
  • 出版日期: 2025-02-25
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