A CONTINUUM APPROACH TO SOIL CLASSIFICATION BY MODIFIED FUZZY K-MEANS WITH EXTRAGRADES

被引:181
作者
MCBRATNEY, AB [1 ]
DEGRUIJTER, JJ [1 ]
机构
[1] AGR MATH GRP,WAGENINGEN,NETHERLANDS
来源
JOURNAL OF SOIL SCIENCE | 1992年 / 43卷 / 01期
关键词
D O I
10.1111/j.1365-2389.1992.tb00127.x
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
The need for a more continuous approach to soil classification is discussed, and methods based on the mathematical constructs known as fuzzy sets are considered most appropriate for this. A centroidal grouping method, fuzzy k-means with extragrades, which quantifies the intragrading and extragrading of soil individuals is described. An example of the application of this technique to an area of 4800 ha at Wesepe in The Netherlands is presented. The results show that the technique could create a classification that reflects the main pedological features of the area in a continuous way. Although there may be problems in selecting the optimal number of groups and degree of fuzziness, we conclude that the method is most promising and worthy of consideration when any type of quantitative soil classification is required.
引用
收藏
页码:159 / 175
页数:17
相关论文
共 30 条
[1]   OVERLAPPING CLUSTERING - A NEW METHOD FOR PRODUCT POSITIONING [J].
ARABIE, P ;
CARROLL, JD ;
DESARBO, W ;
WIND, J .
JOURNAL OF MARKETING RESEARCH, 1981, 18 (03) :310-317
[2]   THE PLACE OF GENESIS IN THE CLASSIFICATION OF SOILS [J].
BECKMANN, GG .
AUSTRALIAN JOURNAL OF SOIL RESEARCH, 1984, 22 (01) :1-14
[3]  
Bezdek J.C., 2013, PATTERN RECOGN
[4]   FCM - THE FUZZY C-MEANS CLUSTERING-ALGORITHM [J].
BEZDEK, JC ;
EHRLICH, R ;
FULL, W .
COMPUTERS & GEOSCIENCES, 1984, 10 (2-3) :191-203
[5]  
BEZDEK JC, 1981, INT J SYSTEMS MEASUR, V2, P13
[6]  
BEZDEK JC, 1975, 8 INT C NUM TAX SAN, P143
[7]   FUZZY MATHEMATICAL-METHODS FOR SOIL SURVEY AND LAND EVALUATION [J].
BURROUGH, PA .
JOURNAL OF SOIL SCIENCE, 1989, 40 (03) :477-492
[8]  
Butler B. E., 1980, SOIL CLASSIFICATION
[9]   ON THE ROLE OF EXPERT SYSTEMS AND NUMERICAL TAXONOMY IN SOIL CLASSIFICATION [J].
DALE, MB ;
MCBRATNEY, AB ;
RUSSELL, JS .
JOURNAL OF SOIL SCIENCE, 1989, 40 (02) :223-234
[10]  
De Bakker H., 1966, SYSTEEM BODEMCLASSIF