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A Machine Learning-Based Geostatistical Downscaling Method for Coarse-Resolution Soil Moisture Products 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 1025-1037
Authors:  Jin, Yan;  Ge, Yong;  Liu, Yaojie;  Chen, Yuehong;  Zhang, Haitao;  Heuvelink, Gerard B. M.
Favorite  |  View/Download:0/0  |  Submit date:2021/03/15
Spatial resolution  Interpolation  Support vector machines  Mathematical model  Market research  Soil moisture  Monitoring  Area-to-area kriging  downscaling  soil moisture  support vector regression  
Estimating daily ground-level PM2.5 in China with random-forest-based spatiotemporal kriging 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 卷号: 740, 页码: 12
Authors:  Shao, Yanchuan;  Ma, Zongwei;  Wang, Jianghao;  Bi, Jun
Favorite  |  View/Download:0/0  |  Submit date:2021/03/18
Aerosol optical depth  PM2.5  Random forest  Spatiotemporal kriging  
atakrig: An R package for multivariate area-to-area and area-to-point kriging predictions 期刊论文
COMPUTERS & GEOSCIENCES, 2020, 卷号: 139, 页码: 6
Authors:  Hu, Maogui;  Huang, Yanwei
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Support change  Area-to-area kriging  Area-to-point kriging  Downscaling  
An improved similarity-based approach to predicting and mapping soil organic carbon and soil total nitrogen in a coastal region of northeastern China 期刊论文
PEERJ, 2020, 卷号: 8, 页码: 26
Authors:  Wang, Shuai;  Adhikar, Kabindra;  Zhuang, Qianlai;  Yang, Zijiao;  Jin, Xinxin;  Wang, Qiubing;  Bian, Zhenxing
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Digital soil mapping  Environmental variables  Spatial variability  Uncertainty  
Comparison of additive and isometric log-ratio transformations combined with machine learning and regression kriging models for mapping soil particle size fractions 期刊论文
GEODERMA, 2020, 卷号: 365, 页码: 16
Authors:  Wang, Zong;  Shi, Wenjiao;  Zhou, Wei;  Li, Xiaoyan;  Yue, Tianxiang
Favorite  |  View/Download:10/0  |  Submit date:2020/05/19
Soil particle size fractions  Log-ratio transformation  Boosted regression tree  Random forest  Regression kriging  
A Random Features-Based Method for Interpolating Digital Terrain Models with High Efficiency 期刊论文
MATHEMATICAL GEOSCIENCES, 2020, 卷号: 52, 期号: 2, 页码: 191-212
Authors:  Chen, Chuanfa;  Li, Yanyan;  Yan, Changqing
Favorite  |  View/Download:12/0  |  Submit date:2020/05/19
Interpolation  Lidar  Digital terrain model  Accuracy  
Application of sandwich spatial estimation method in cancer mapping: A case study for breast cancer mortality in the Chinese mainland, 2005 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2019, 卷号: 28, 期号: 12, 页码: 3609-3626
Authors:  Liao, Yilan;  Li, Dongyue;  Zhang, Ningxu;  Xia, Changfa;  Zheng, Rongshou;  Zeng, Hongmei;  Zhang, Siwei;  Wang, Jinfeng;  Chen, Wanqing
Favorite  |  View/Download:28/0  |  Submit date:2020/03/23
Sandwich estimation  Bayesian  cancer mortality  spatial distribution  mapping  
Spatial interpolation of marine environment data using P-MSN 期刊论文
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2019, 页码: 27
Authors:  Gao, Bingbo;  Hu, Maogui;  Wang, Jinfeng;  Xu, Chengdong;  Chen, Ziyue;  Fan, Haimei;  Ding, Haiyuan
Favorite  |  View/Download:10/0  |  Submit date:2020/05/19
Stratified non-homogeneity  best linear unbiased estimator (BLUE)  spatial interpolation  marine environment  
Spatial analysis of soil aggregate stability in a small catchment of the Loess Plateau, China: II. Spatial prediction 期刊论文
SOIL & TILLAGE RESEARCH, 2019, 卷号: 192, 页码: 1-11
Authors:  Ye, Luping;  Tan, Wenfeng;  Fang, Linchuan;  Ji, Lingling
Favorite  |  View/Download:25/0  |  Submit date:2019/09/24
Soil aggregate  Soil erodibility  Co-kriging  
Surface modelling of forest aboveground biomass based on remote sensing and forest inventory data 期刊论文
GEOCARTO INTERNATIONAL, 2019, 页码: 16
Authors:  Sun, Xiaofang;  Li, Bai;  Du, Zhengping;  Li, Guicai;  Fan, Zemeng;  Wang, Meng;  Yue, Tianxiang
Favorite  |  View/Download:16/0  |  Submit date:2020/03/23
Aboveground biomass  high accuracy surface modelling  mapping