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
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;
Conference_Titel :
Mechatronic Science, Electric Engineering and Computer (MEC), 2011 International Conference on
Conference_Location :
Jilin
Print_ISBN :
978-1-61284-719-1
DOI :
10.1109/MEC.2011.6025672