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Spatio-Temporal Analysis of Heavy Metals in Arid Soils at the Catchment Scale Using Digital Soil Assessment and a Random Forest Model 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 9
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Fathizad, Hassan;  Ali Hakimzadeh Ardakani, Mohammad;  Sodaiezadeh, Hamid;  Kerry, Ruth;  Heung, Brandon;  Scholten, Thomas
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
digital soil mapping  machine learning  soil absorbable heavy metals  random forest  
Estimation of Soil Salt and Ion Contents Based on Hyperspectral Remote Sensing Data: A Case Study of Baidunzi Basin, China 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Wang, Libing;  Zhang, Bo;  Shen, Qian;  Yao, Yue;  Zhang, Shengyin;  Wei, Huaidong;  Yao, Rongpeng;  Zhang, Yaowen
收藏  |  浏览/下载：16/0  |  提交时间：2021/07/30
soil salinization  remote sensing  numerical modelling  digital soil mapping  arid regions  
Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models 期刊论文
发表期刊: GEODERMA. 出版年: 2021, 卷号: 383
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Toomanian, Norair;  Heung, Brandon;  Behrens, Thorsten;  Mosavi, Amirhosein;  Band, Shahab S.;  Amirian-Chakan, Alireza;  Fathabadi, Aboalhasan;  Scholten, Thomas
收藏  |  浏览/下载：18/0  |  提交时间：2021/01/07
Digital soil mapping  Machine learning  Soil salinity  Support vector regression  Wavelet transformation  
Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 202
作者:  Goydaragh, Maryam Ghebleh;  Taghizadeh-Mehrjardi, Ruhollah;  Jafarzadeh, Ali Asghar;  Triantafilis, John;  Lado, Marcos
收藏  |  浏览/下载：7/0  |  提交时间：2021/11/29
Aridisols  Digital soil mapping  Hybrid models  Machine-learning  Mid-IR spectral data  
Digital Mapping of Soil Organic Carbon Using Sentinel Series Data: A Case Study of the Ebinur Lake Watershed in Xinjiang 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Li, Xiaohang;  Ding, Jianli;  Liu, Jie;  Ge, Xiangyu;  Zhang, Junyong
收藏  |  浏览/下载：28/0  |  提交时间：2021/07/30
machine learning  Sentinel-1A  Sentinel-2A  Sentinel-3A  soil organic carbon  digital soil mapping  
Characterizing soil salinity at multiple depth using electromagnetic induction and remote sensing data with random forests: A case study in Tarim River Basin of southern Xinjiang, China 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2021, 卷号: 754
作者:  Wang, Fei;  Yang, Shengtian;  Wei, Yang;  Shi, Qian;  Ding, Jianli
收藏  |  浏览/下载：25/0  |  提交时间：2021/01/07
Soil salinity  Electromagnetic induction (EMI)  Digital soil mapping  Random forest  Harmonized World Soil Database  Tarim River Basin  
Bivariate empirical mode decomposition of the spatial variation in the soil organic matter content: A case study from NW China 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 206
作者:  Zhang, Zipeng;  Ding, Jianli;  Zhu, Chuanmei;  Chen, Xiangyue;  Wang, Jingzhe;  Han, Lijing;  Ma, Xu;  Xu, Dong
收藏  |  浏览/下载：2/0  |  提交时间：2021/11/19
Mountain-Oasis-Desert System  Digital soil mapping  Multi-scale analysis  Fast Fourier transform  Redundancy analysis  
A two-step modelling approach to map the occurrence and quantity of soil inorganic carbon 期刊论文
发表期刊: GEODERMA. 出版年: 2020, 卷号: 371
作者:  Filippi, Patrick;  Cattle, Stephen R.;  Pringle, Matthew J.;  Bishop, Thomas F. A.
收藏  |  浏览/下载：9/0  |  提交时间：2021/01/07
Mixture model  Two-step model  Presence-absence model  Digital soil mapping  
Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2020, 卷号: 12, 期号: 7
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Amirian-Chakan, Alireza;  Rentschler, Tobias;  Zeraatpisheh, Mojtaba;  Sarmadian, Fereydoon;  Valavi, Roozbeh;  Davatgar, Naser;  Behrens, Thorsten;  Scholten, Thomas
收藏  |  浏览/下载：7/0  |  提交时间：2021/01/07
digital soil mapping  machine learning models  stacking of models  spatial block cross-validation  deep learning  
Spatial prediction of WRB soil classes in an arid floodplain using multinomial logistic regression and random forest models, south-east of Iran 期刊论文
发表期刊: ARABIAN JOURNAL OF GEOSCIENCES. 出版年: 2020, 卷号: 13, 期号: 13
作者:  Forghani, Seyed Javad;  Pahlavan-Rad, Mohammad Reza;  Esfandiari, Mehrdad;  Torkashvand, Ali Mohammadi
收藏  |  浏览/下载：6/0  |  提交时间：2021/01/07
Soil variations  Soil classes  Sistan  Digital soil mapping  Hirmand