A knowledge graph for crop diseases and pests in China

被引:0
作者
Yan, Rongen [1 ,2 ]
An, Ping [1 ,2 ]
Meng, Xianghao [1 ,2 ]
Li, Yakun [1 ,2 ]
Li, Dongmei [1 ,2 ]
Xu, Fu [1 ,2 ]
Dang, Depeng [3 ]
机构
[1] Beijing Forestry Univ, Sch Informat Sci & Technol, Beijing 100083, Peoples R China
[2] Engn Res Ctr Forestry Oriented Intelligent Informa, Beijing 100083, Peoples R China
[3] Beijing Normal Univ, Sch Artificial Intelligence, Beijing 100875, Peoples R China
基金
国家重点研发计划;
关键词
D O I
10.1038/s41597-025-04492-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A standardized representation and sharing of crop disease and pest data is crucial for enhancing crop yields, especially in China, which features vast cultivation areas and complex agricultural ecosystems. A knowledge graph for crop diseases and pests, acting as a repository of entities and relationships, is crucial conceptually for achieving unified data management. However, there is currently a lack of knowledge graphs specifically designed for this field. In this paper, we propose CropDP-KG, a knowledge graph for crop diseases and pests in China, which leverages natural language processing techniques to analyze data from the Chinese crop diseases and pests image-text database. CropDP-KG covers relevant information on crop diseases and pests in China, featuring 8 primary entities such as diseases, symptoms, and crops, and is organized into 7 relationships such as primary occurrence locations, affected parts and suitable temperature. In total, it includes 13,840 entities and 21,961 relationships. In the case studies presented in this research, we also show a versatile application of CropDP, namely a knowledge service system, and have released its codebase under an open-source license. The content of this paper provides a guide for users to build their own knowledge graphs, aiming to help them effectively reuse and extend the knowledge graphs they create.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Pests and diseases in a changing climate: a major challenge for Finnish crop production
    Hakala, Kaija
    Hannukkala, Asko O.
    Huusela-Veistola, Erja
    Jalli, Marja
    Peltonen-Sainio, Pirjo
    [J]. AGRICULTURAL AND FOOD SCIENCE, 2011, 20 (01) : 3 - 14
  • [42] RESEARCH ON KNOWLEDGE QUESTION ANSWERING SYSTEM FOR AGRICULTURE DISEASE AND PESTS BASED ON KNOWLEDGE GRAPH
    Xia, Yingchun
    Sun, Ning
    Wang, Hui
    Yuan, Xiaohui
    Gu, Lichuan
    Wang, Chao
    Gao, Qijuan
    [J]. JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2020, 21 (07) : 1487 - 1496
  • [43] Management of Insect Pests and Diseases of Litchi and Longan in China
    Hu, H. Q.
    Chen, J.
    Cai, Z. J.
    Wu, R. J.
    Wei, X. X.
    Pan, S. L.
    Wen, S. X.
    [J]. III INTERNATIONAL SYMPOSIUM ON LONGAN, LYCHEE, AND OTHER FRUIT TREES IN SAPINDACEAE FAMILY, 2010, 863 : 621 - 625
  • [44] Observations on pests and diseases affecting a eucheumatoid farm in China
    Tong Pang
    Jianguo Liu
    Qian Liu
    Hu Li
    Junpeng Li
    [J]. Journal of Applied Phycology, 2015, 27 : 1975 - 1984
  • [45] Observations on pests and diseases affecting a eucheumatoid farm in China
    Pang, Tong
    Liu, Jianguo
    Liu, Qian
    Li, Hu
    Li, Junpeng
    [J]. JOURNAL OF APPLIED PHYCOLOGY, 2015, 27 (05) : 1975 - 1984
  • [46] Farmers' knowledge, perceptions and management of vegetable pests and diseases in Botswana
    Obopile, M.
    Munthali, D. C.
    Matilo, B.
    [J]. CROP PROTECTION, 2008, 27 (08) : 1220 - 1224
  • [47] KMSCD: Knowledge Management System for Crop Diseases
    Kolhe, Savita
    Saini, Harvinder S.
    Kamal, Raj
    Gupta, G. K.
    [J]. 2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, : 811 - +
  • [48] METEOROLOGY AND CROP PESTS
    RILEY, JA
    [J]. PHYTOPATHOLOGY, 1965, 55 (09) : 950 - +
  • [49] Crop losses to pests
    Oerke, E. -C.
    [J]. JOURNAL OF AGRICULTURAL SCIENCE, 2006, 144 : 31 - 43
  • [50] THE CONTROL OF CROP PESTS
    不详
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 1953, 1 (4819): : 1093 - 1094