The Modified Model of Soil Organic Matter Content Grey Relation Estimation Pattern Based on Hyper-spectral Data

被引:3
|
作者
Miao, Chuanhong [1 ]
Li, Xican [1 ]
Lu, Jiehui [1 ]
Zhai, Haoran [1 ]
Zhong, Hao [1 ]
Zhou, Yu [1 ]
机构
[1] Shandong Agr Univ, Coll Informat Sci & Engn, Tai An 271018, Shandong, Peoples R China
来源
JOURNAL OF GREY SYSTEM | 2019年 / 31卷 / 02期
基金
中国国家自然科学基金;
关键词
Soil Organic Matter; Hyper-spectral; Spectral Estimation; Grey Relation Degree; Modified Model;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Soil organic matter is one of the important indexes of soil fertility, and using hyper-spectral technology to determine soil organic matter content rapidly is of great significance for developing precision agriculture. To further enhance estimation accuracy through the greyness of the soil organic matter content, the grey relational estimation pattern of soil organic matter content by hyper-spectral technology is established based on the grey relational theory. Based on the variance information between the identified samples and their corresponding patterns, the modified model of the estimated values of soil organic matter content is constructed. The proposed method in this paper is applied to the hyper-spectral estimation of soil organic matter content in Zhangqiu District of Jinan City, Shandong province. The experimental results show that the estimation accuracy of 16 identified samples is high, the average relative error is only 3.801%, and the determination coefficient R-2=0.9782. The results show that the modified model of soil organic matter content grey relation estimation pattern based on hyper-spectral data is valid.
引用
收藏
页码:51 / 64
页数:14
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