Scientia Agricultura Sinica ›› 2009, Vol. 42 ›› Issue (10): 3559-3563 .doi: 10.3864/j.issn.0578-1752.2009.10.0022

• SOIL & FERTILIZER·WATER-SAVING IRRIGATION·AGROECOLOGY & ENVIRONMENT • Previous Articles     Next Articles

Application of Weighted Spatially Fuzzy Dynamic Clustering Algorithm in Evaluation of Soil Fertility

CHEN Gui-fen, CAO Li-ying, WANG Guo-wei   

  1. (吉林农业大学信息技术学院)
  • Received:2009-01-13 Revised:2009-02-24 Online:2009-10-10 Published:2009-10-10

Abstract:

【Objective】 As a traditional fuzzy clustering algorithm has its shortages, an improved algorithm was presented in the paper. 【Method】 First, access to the weighted value of each attribute using AHP, and then add weighted value to the spatial fuzzy dynamic clustering algorithm, finally, use F- distribution of probability statistics to determine the best classification number in order to improve the algorithm intelligence. 【Result】 The weighted spaces fuzzy dynamic cluster algorithm was compared with the fuzzy equivalent relations transitive closure algorithm, the result shows that F-value is the largest and the classification results is best when λ=0.993. This time, the weighted F- value is 4.898, unweighted F- value is 2.957, that shows the weighted gap between class are more obvious that unweighted one, that is, the accuracy of the clustering algorithm is significantly higher than unweighted fuzzy clustering algorithm. 【Conclusion】 Tests show that the clustering algorithm’s accurate rate is higher than the unweighted fuzzy clustering algorithm.

Key words: space fuzzy clustering algorithm, precision agriculture, evaluation of soil fertility, attribute weights

[1] DAI Jian-Guo, WANG Ke-Ru, LI Shao-Kun, LAI Jun-Chen, XIAO Chun-Hua, LI Shuan-Ming, WANG Qiong. Research on Agricultural Data Sharing Based on REST and XML [J]. Scientia Agricultura Sinica, 2012, 45(20): 4156-4165.
[2] BAO Yao-Xian, XU Ming-Gang, 吕Fen-Tao , HUANG Qing-Hai, NIE Jun, ZHANG Hui-Min, YU Han-Qing. Evaluation Method on Soil Fertility Under Long-Term Fertilization [J]. Scientia Agricultura Sinica, 2012, 45(20): 4197-4204.
[3] DAI Jian-Guo, WANG Ke-Ru, LI Shao-Kun, LI Shuan-Ming, WANG Qiong. Designing and Implementation of Crop Production Management Information System Based on State-Operated Farm [J]. Scientia Agricultura Sinica, 2012, 45(11): 2159-2167.
[4] Hong-ang XI. Experience model between output value and nitrogen, phosphorus, potassium and water factors for tobacco precision farming [J]. Scientia Agricultura Sinica, 2008, 41(2): 480-487 .
[5] ,,,. Study and Definition of Management Zones Based on Fuzzy Clustering Analysis in Coastal Saline Land [J]. Scientia Agricultura Sinica, 2007, 40(1): 114-122 .
[6] ,,,,,. Delineation and Scale Effect of Precision Agriculture Management Zones Using Yield Monitor Data over Four Years [J]. Scientia Agricultura Sinica, 2005, 38(09): 1825-1833 .
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!