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Soil property mapping by combining spatial distance information into the Soil Land Inference Model (SoLIM) 期刊论文
PEDOSPHERE, 2021, 卷号: 31, 期号: 4, 页码: 638-644
Authors:  Qin, Chengzhi;  An, Yiming;  Liang, Peng;  Zhu, Axing;  Yang, Lin
Favorite  |  View/Download:42/0  |  Submit date:2021/06/10
digital soil mapping  location of soil sample  inverse distance weighting  soil organic matter  Third Law of Geography  
PyCLiPSM: Harnessing heterogeneous computing resources on CPUs and GPUs for accelerated digital soil mapping 期刊论文
TRANSACTIONS IN GIS, 2021, 页码: 23
Authors:  Zhang, Guiming;  Zhu, A-Xing;  Liu, Jing;  Guo, Shanxin;  Zhu, Yunqiang
Favorite  |  View/Download:5/0  |  Submit date:2021/04/25
A self-training semi-supervised machine learning method for predictive mapping of soil classes with limited sample data 期刊论文
GEODERMA, 2021, 卷号: 384, 页码: 10
Authors:  Zhang, Lei;  Yang, Lin;  Ma, Tianwu;  Shen, Feixue;  Cai, Yanyan;  Zhou, Chenghu
Favorite  |  View/Download:10/0  |  Submit date:2021/03/15
Digital soil sampling  Machine learning  Semi-supervised learning  Self-training  Predictive mapping  
A trustworthiness indicator to select sample points for the individual predictive soil mapping method (iPSM) 期刊论文
GEODERMA, 2020, 卷号: 373, 页码: 13
Authors:  Liu, Jing;  Zhu, A-Xing;  Rossiter, David;  Du, Fei;  Burt, James
Favorite  |  View/Download:4/0  |  Submit date:2021/03/23
Digital Soil Mapping  Sample reliability  Prediction trustworthiness  Prediction uncertainty  Third law of geography  
A case-based method of selecting covariates for digital soil mapping 期刊论文
JOURNAL OF INTEGRATIVE AGRICULTURE, 2020, 卷号: 19, 期号: 8, 页码: 2127-2136
Authors:  Peng, Liang;  Cheng-zhi, Qin;  A-xing, Zhu;  Zhi-wei, Hou;  Nai-qing, Fan;  Yi-jie, Wang
Favorite  |  View/Download:2/0  |  Submit date:2021/07/09
digital soil mapping  covariates  case-based reasoning  Random Forest  
Evaluation of conditioned Latin hypercube sampling for soil mapping based on a machine learning method 期刊论文
GEODERMA, 2020, 卷号: 369, 页码: 15
Authors:  Yang, Lin;  Li, Xinming;  Shi, Jingjing;  Shen, Feixue;  Qi, Feng;  Gao, Binbo;  Chen, Ziyue;  Zhu, A-Xing;  Zhou, Chenghu
Favorite  |  View/Download:38/0  |  Submit date:2020/05/19
Conditioned Latin hypercube sampling  Soil mapping  Representativeness  Sample randomness  
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
Favorite  |  View/Download:3/0  |  Submit date:2021/03/23
Digital soil mapping  Environmental variables  Spatial variability  Uncertainty  
Using the most similar case method to automatically select environmental covariates for predictive mapping 期刊论文
EARTH SCIENCE INFORMATICS, 2020, 页码: 10
Authors:  Liang, Peng;  Qin, Cheng-Zhi;  Zhu, A-Xing;  Zhu, Tong-Xin;  Fan, Nai-Qing;  Hou, Zhi-Wei
Favorite  |  View/Download:4/0  |  Submit date:2021/03/23
Predictive mapping  Environmental covariates  Case-based reasoning  Leave-one-out cross-validation  Digital soil mapping  
The Generation of Soil Spectral Dynamic Feedback Using Landsat 8 Data for Digital Soil Mapping 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 10, 页码: 19
Authors:  Zeng, Canying;  Yang, Lin;  Zhu, A-Xing
Favorite  |  View/Download:1/0  |  Submit date:2021/07/09
soil spectral dynamic feedback  soil texture  rainfall magnitude  Landsat 8  soil mapping  
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:13/0  |  Submit date:2020/05/19
Soil particle size fractions  Log-ratio transformation  Boosted regression tree  Random forest  Regression kriging