• DocumentCode
    3393637
  • Title

    Delineating soil nutrient management zones based on ID3 algorithm

  • Author

    Liu He ; Cao Liying ; Chen Guifen ; Li Dexin

  • Author_Institution
    Coll. of Inf. & Technol. Sci., Jilin Agric. Univ., Changchun, China
  • fYear
    2011
  • fDate
    19-22 Aug. 2011
  • Firstpage
    1155
  • Lastpage
    1159
  • Abstract
    Focused on the contents of organic matter, total N, available P and available K in patch data of Dehui city, Jilin Province, this paper studies on soil nutrient management zones using decision tree ID3 algorithm. By experimental analysis, we obtain six partitions and the result shows that sub-area differences in soil nutrient content are similar or less significant but differences between partitions. The method of soil nutrient management zones based on decision tree ID3 algorithm can be used to guide the variable-rate fertilization in precision agriculture, and it also provides an effective classification method for soil nutrient management zones.
  • Keywords
    agriculture; decision trees; fertilisers; soil; ID3 algorithm; decision tree; organic matter; precision agriculture; soil nutrient management zone; variable-rate fertilization; Agriculture; Classification algorithms; Data mining; Decision trees; Rivers; Soil; Training; decision tree algorithm; management zones; soil nutrient; variable-rate fertilization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronic Science, Electric Engineering and Computer (MEC), 2011 International Conference on
  • Conference_Location
    Jilin
  • Print_ISBN
    978-1-61284-719-1
  • Type

    conf

  • DOI
    10.1109/MEC.2011.6025672
  • Filename
    6025672