Hyperspectral monitoring of soil urease activity under different water regulation

被引:12
|
作者
Yang, Chenbo [1 ]
Feng, Meichen [1 ]
Song, Lifang [1 ]
Jing, Binghan [1 ]
Xie, Yongkai [2 ]
Wang, Chao [1 ]
Qin, Mingxing [3 ]
Yang, Wude [1 ]
Xiao, Lujie [1 ]
Sun, Jingjing [1 ]
Zhang, Meijun [1 ]
Song, Xiaoyan [1 ]
Kubar, Muhammad Saleem [3 ]
机构
[1] Shanxi Agr Univ, Coll Agr, Taigu 030801, Shanxi, Peoples R China
[2] Taiyuan Normal Univ, Inst Geog Sci, Jinzhong 030619, Shanxi, Peoples R China
[3] Shanxi Agr Univ, Coll Resources & Environm, Taigu 030801, Shanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Water regulation; Winter wheat; Soybean; Urease activity; Hyperspectral; Algorithm; SUCCESSIVE PROJECTIONS ALGORITHM; EXTRACELLULAR ENZYME-ACTIVITIES; SUPPORT VECTOR MACHINE; ORGANIC-CARBON; VARIABLE SELECTION; SPECTROSCOPY; PRECIPITATION; NITROGEN; MATTER; TEMPERATURE;
D O I
10.1007/s11104-022-05476-4
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Purpose The main purpose of this study is to realize the rapid and non-destructive determination of soil urease activity, so as to provide guidance for soil nitrogen transformation in time. Methods In this study, five gradient experiments of water regulation were set up under the conditions of multiple cropping of winter wheat and summer soybean. The data of soil urease activity and hyperspectral reflectance were collected. We explored the influence of water regulation on soil urease activity. And based on a variety of spectral transformation algorithms and modeling algorithms, hyperspectral monitoring models of soil urease activity were constructed. Results Soil urease activity increased first and then decreased with the aggravation of drought stress. FD, CR, MSC, and SNV transformation can improve the correlation between spectral reflectance and soil urease activity. The accuracy of the models constructed by PLSR and SMLR was high. In the nonlinear algorithm, SPA-ANN based on SNV had the highest accuracy. Among all the models, the PLSR model based on FD had the highest accuracy, with R-v(2) of 0.8564, RMSEv of 0.4013, and RPD of 2.5667. This study can provide technical support for the rapid determination of soil urease activity and provide a theoretical basis for further rational management of farmland.
引用
收藏
页码:779 / 792
页数:14
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