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A framework for estimating actual evapotranspiration at weather stations without flux observations by combining data from MODIS and flux towers through a machine learning approach 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2021, 卷号: 603
作者:  Zhang, Chen;  Luo, Geping;  Hellwich, Olaf;  Chen, Chunbo;  Zhang, Wenqiang;  Xie, Mingjuan;  He, Huili;  Shi, Haiyang;  Wang, Yuangang
收藏  |  浏览/下载：19/0  |  提交时间：2022/02/12
Evapotranspiration  Weather stations without flux observations  Multiple temporal resolutions  Spatial cross-validation  Machine learning  Grasslands  
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：18/0  |  提交时间：2021/01/07
digital soil mapping  machine learning models  stacking of models  spatial block cross-validation  deep learning  
Regional-scale soil salinity assessment using Landsat ETM plus canopy reflectance 期刊论文
发表期刊: REMOTE SENSING OF ENVIRONMENT. 出版年: 2015, 卷号: 169, 页码: 335-343
作者:  Scudiero, Elia;  Skaggs, Todd H.;  Corwin, Dennis L.
Adobe PDF(1344Kb)  |  收藏  |  浏览/下载：31/6  |  提交时间：2019/11/29
Soil salinity  Landsat 7  Remote sensing  Spatial cross-validation  Soil mapping  
Spatial climate variation pattern and regional prediction of rainfall in Jordan 期刊论文
发表期刊: WATER AND ENVIRONMENT JOURNAL. 出版年: 2012, 卷号: 26, 期号: 2, 页码: 252-260
作者:  Tarawneh, Qassem;  Sen, Zekai
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/29
cross-validation  dependence  Jordan  radius of influence  rainfall  semivariogram  spatial  
Continuous mapping of topsoil calcium carbonate using geostatistical techniques in a semi-arid region 期刊论文
发表期刊: AUSTRALIAN JOURNAL OF CROP SCIENCE. 出版年: 2010, 卷号: 4, 期号: 8, 页码: 603-608
作者:  Sarmadian, Fereydoon;  Keshavarzi, Ali;  Malekian, Arash
收藏  |  浏览/下载：13/0  |  提交时间：2019/11/29
Co-kriging  Cross validation  Kriging  Salinity  Spatial distribution