Visible, near-infrared, and shortwave-infrared spectra as an input variable for digital mapping of soil organic carbon

被引:0
作者
Khosravi, Vahid [1 ]
Gholizadeh, Asa [1 ]
Kodesova, Radka [1 ]
Agyeman, Prince Chapman [1 ]
Saberioon, Mohammadmehdi [2 ]
Boruvka, Lubos [1 ]
机构
[1] Czech Univ Life Sci Prague, Fac Agrobiol Food & Nat Resources, Dept Soil Sci & Soil Protect, Kamycka 129, Suchdol 16500, Prague, Czech Republic
[2] Helmholtz Ctr Potsdam, GFZ German Res Ctr Geosci, Sect 1 4 Remote Sensing & Geoinformat, D-14473 Telegrafenberg, Potsdam, Germany
关键词
SOC modeling and mapping; Interpolated spectra; Machine learning; Regression kriging; Uncertainty; REGRESSION; UNCERTAINTY; PREDICTION; INTERPOLATION; MATTER; RISK; AREA;
D O I
10.1016/j.iswcr.2024.10.002
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Power Press, and China Institute of Water Resources and Hydropower Research. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY- NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:203 / 214
页数:12
相关论文
共 54 条
[1]  
[Anonymous], 2014, World Soil Resources Report, V106, DOI DOI 10.1017/S0014479706394902
[2]   GlobalSoilMap: Toward a Fine-Resolution Global Grid of Soil Properties [J].
Arrouays, Dominique ;
Grundy, Michael G. ;
Hartemink, Alfred E. ;
Hempel, Jonathan W. ;
Heuvelink, Gerard B. M. ;
Hong, S. Young ;
Lagacherie, Philippe ;
Lelyk, Glenn ;
McBratney, Alexander B. ;
McKenzie, Neil J. ;
Mendonca-Santos, Maria D. L. ;
Minasny, Budiman ;
Montanarella, Luca ;
Odeh, Inakwu O. A. ;
Sanchez, Pedro A. ;
Thompson, James A. ;
Zhang, Gan-Lin .
ADVANCES IN AGRONOMY, VOL 125, 2014, 125 :93-+
[3]   Application of predictor variables in spatial quantification of soil organic carbon and total nitrogen using regression kriging in the North Kashmir forest Himalayas [J].
Bangroo, S. A. ;
Najar, G. R. ;
Achin, Ephraim ;
Truong, Phuong N. .
CATENA, 2020, 193
[4]  
Basak D., 2007, Efficient Learning Machines: Theories, Concepts, and Applications for Engineers and System Designers, V11, P203, DOI [DOI 10.1007/978-1-4302-5990-94, DOI 10.1007/978-1-4302-5990-9_4]
[5]   Aggregate size distribution of arid and semiarid laboratory soils (<2 mm) as predicted by VIS-NIR-SWIR spectroscopy [J].
Ben Dor, Eyal ;
Francos, Nicolas ;
Ogen, Yaron ;
Banin, Amos .
GEODERMA, 2022, 416
[6]   Quantitative analysis of convolved Thematic Mapper spectra of soils in the visible near-infrared and shortwave-infrared spectral regions (0 center dot 4-2 center dot 5 mu m) [J].
BenDor, E ;
Banin, A .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1995, 16 (18) :3509-3528
[7]  
Bhunia GS, 2019, SPATIAL MODELING IN GIS AND R FOR EARTH AND ENVIRONMENTAL SCIENCES, P429, DOI 10.1016/B978-0-12-815226-3.00019-3
[8]  
Breiman L, 2001, MACH LEARN, V45, P5, DOI [10.1186/s12859-018-2419-4, 10.3322/caac.21834]
[9]   Uncertainty propagation in VNIR reflectance spectroscopy soil organic carbon mapping [J].
Brodsky, L. ;
Vasat, R. ;
Klement, A. ;
Zadorova, T. ;
Jaksik, O. .
GEODERMA, 2013, 199 :54-63
[10]   OPTIMAL INTERPOLATION AND ISARITHMIC MAPPING OF SOIL PROPERTIES .2. BLOCK KRIGING [J].
BURGESS, TM ;
WEBSTER, R .
JOURNAL OF SOIL SCIENCE, 1980, 31 (02) :333-341