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Hybridization of cokriging and gaussian process regression modelling techniques in mapping soil sulphur 期刊论文
CATENA, 2021, 卷号: 206, 页码: 18
Authors:  John, Kingsley;  Agyeman, Prince Chapman;  Kebonye, Ndiye Michael;  Isong, Isong Abraham;  Ayito, Esther O.;  Ofem, Kokei Ikpi;  Qin, Cheng-Zhi
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Soil nutrient distribution  Digital soil mapping  Machine learning  Cokriging  Agricultural productivity  
Incorporation of high accuracy surface modeling into machine learning to improve soil organic matter mapping 期刊论文
ECOLOGICAL INDICATORS, 2021, 卷号: 129, 页码: 13
Authors:  Wang, Zong;  Du, Zhengping;  Li, Xiaoyan;  Bao, Zhengyi;  Zhao, Na;  Yue, Tianxiang
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Soil organic matter  Dongzhi Loess Tableland  Gradient boosting modeling  Random forest  High accuracy surface modeling  
Observation-Constrained Projection of Global Flood Magnitudes With Anthropogenic Warming 期刊论文
WATER RESOURCES RESEARCH, 2021, 卷号: 57, 期号: 3, 页码: 16
Authors:  Liu, Wenbin;  Yang, Tao;  Sun, Fubao;  Wang, Hong;  Feng, Yao;  Du, Muye
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Spatial Downscaling of Land Surface Temperature Based on a Multi-Factor Geographically Weighted Machine Learning Model 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 6, 页码: 33
Authors:  Xu, Saiping;  Zhao, Qianjun;  Yin, Kai;  He, Guojin;  Zhang, Zhaoming;  Wang, Guizhou;  Wen, Meiping;  Zhang, Ning
Favorite  |  View/Download:9/0  |  Submit date:2021/07/09
land surface temperature  spatial downscaling  geographically weighted regression  ensemble learning  extreme gradient boosting  multivariate adaptive regression splines  Bayesian ridge regression  Sentinel-2A  
Integrating Multi-Source Data for Rice Yield Prediction across China using Machine Learning and Deep Learning Approaches 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2021, 卷号: 297, 页码: 15
Authors:  Cao, Juan;  Zhang, Zhao;  Tao, Fulu;  Zhang, Liangliang;  Luo, Yuchuan;  Zhang, Jing;  Han, Jichong;  Xie, Jun
Favorite  |  View/Download:37/0  |  Submit date:2021/03/15
Rice  Google Earth Engine (GEE)  Machine Learning (ML)  Deep Learning (DL)  Yield prediction  Early warning system  
Integrated phenology and climate in rice yields prediction using machine learning methods 期刊论文
ECOLOGICAL INDICATORS, 2021, 卷号: 120, 页码: 11
Authors:  Guo, Yahui;  Fu, Yongshuo;  Hao, Fanghua;  Zhang, Xuan;  Wu, Wenxiang;  Jin, Xiuliang;  Bryant, Christopher Robin;  Senthilnath, J.
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Early mature rice  Machine learning (ML) methods  Multiple linear regression (MLR)  Rice yield prediction  Phenology  
Landslide Susceptibility Mapping Using Feature Fusion-Based CPCNN-ML in Lantau Island, Hong Kong 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 3625-3639
Authors:  Chen, Yangyang;  Ming, Dongping;  Ling, Xiao;  Lv, Xianwei;  Zhou, Chenghu
Favorite  |  View/Download:13/0  |  Submit date:2021/06/10
Terrain factors  Numerical models  Feature extraction  Training  Statistical analysis  Geology  Reliability  Convolutional neural networks (CNNs)  landslide susceptibility mapping (LSM)  Lantau Island  remote sensing  
Comparison of two satellite-based soil moisture reconstruction algorithms: A case study in the state of Oklahoma, USA 期刊论文
JOURNAL OF HYDROLOGY, 2020, 卷号: 590, 页码: 16
Authors:  Liu, Yangxiaoyue;  Yao, Ling;  Jing, Wenlong;  Di, Liping;  Yang, Ji;  Li, Yong
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Satellite-based soil moisture  Reconstruction  Triangular feature space-based model  Random forest  
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:18/0  |  Submit date:2020/05/19
Soil particle size fractions  Log-ratio transformation  Boosted regression tree  Random forest  Regression kriging  
Estimating Ecosystem Respiration in the Grasslands of Northern China Using Machine Learning: Model Evaluation and Comparison 期刊论文
SUSTAINABILITY, 2020, 卷号: 12, 期号: 5, 页码: 17
Authors:  Zhu, Xiaobo;  He, Honglin;  Ma, Mingguo;  Ren, Xiaoli;  Zhang, Li;  Zhang, Fawei;  Li, Yingnian;  Shi, Peili;  Chen, Shiping;  Wang, Yanfen;  Xin, Xiaoping;  Ma, Yaoming;  Zhang, Yu;  Du, Mingyuan;  Ge, Rong;  Zeng, Na;  Li, Pan;  Niu, Zhongen;  Zhang, Liyun;  Lv, Yan;  Song, Zengjing;  Gu, Qing
Favorite  |  View/Download:18/0  |  Submit date:2020/05/19
ecosystem respiration  machine learning  deep learning  grasslands  northern China