Grey Cluster Estimating Model of Soil Organic Matter Content Based On Hyper-spectral Data

被引:0
|
作者
Li, Xican [1 ]
Zhang, Guangbo [1 ]
Qi, Fengyan [1 ]
Cheng, Shuhan [1 ]
机构
[1] Shandong Agr Univ, Coll Informat Sci & Engn, Tai An 271018, Shandong, Peoples R China
来源
JOURNAL OF GREY SYSTEM | 2014年 / 26卷 / 02期
关键词
Grey System; Grey Cluster; Weight; Soil Organic Matter; Hyper-spectral;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
As to the uncertainty relations between soil organic matter content and spectral characteristics, at first, based on the objective function that sum of squares of generalized weighted grey distance is minimum, this paper proposes a new self-iteration grey clustering model whose classification standard is unknown. It then establishes a grey clustering estimating model of soil organic matter content based on hyper-spectral data, and then applies the model to Hengshan County of Shanxi Province. The results show that the self-iteration grey clustering model can not only make full use of the intrinsic information of clustering object indicators but also utilize expert knowledge and experience, and overcome the subjectivity of determining classification standards and weights. The average whitening and grey prediction accuracy of test sample is 93.088% and 99.192% respectively. The example shows that the presented model is valid
引用
收藏
页码:28 / 37
页数:10
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