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Effectiveness of machine learning methods for water segmentation with ROI as the label: A case study of the Tuul River in Mongolia 期刊论文
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2021, 卷号: 103, 页码: 11
Authors:  Li, Kai;  Wang, Juanle;  Yao, Jinyi
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Water Segmentation  Pixel-based CNN  ROI  U-net  Mongolia  
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  
Digital mapping of zinc in urban topsoil using multisource geospatial data and random forest 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 卷号: 792, 页码: 8
Authors:  Shi, Tiezhu;  Hu, Xianjun;  Guo, Long;  Su, Fenzheng;  Tu, Wei;  Hu, Zhongwen;  Liu, Huizeng;  Yang, Chao;  Wang, Jingzhe;  Zhang, Jie;  Wu, Guofeng
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Digital soil mapping  Remote sensing data  Social sensing data  Geodetector  Urban functional type  
Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2021, 卷号: 308, 页码: 12
Authors:  Li, Linchao;  Wang, Bin;  Feng, Puyu;  Wang, Huanhuan;  He, Qinsi;  Wang, Yakai;  Liu, De Li;  Li, Yi;  He, Jianqiang;  Feng, Hao;  Yang, Guijun;  Yu, Qiang
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Crop yield forecast  Climate extremes  Remote sensing  Random forest  Lead time  Variable importance  
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  
Improving terrestrial evapotranspiration estimation across China during 2000-2018 with machine learning methods 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 600, 页码: 18
Authors:  Yin, Lichang;  Tao, Fulu;  Chen, Yi;  Liu, Fengshan;  Hu, Jian
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Evapotranspiration  Machine learning  process-based ET  ET integration  China  Gaussian process regression  
Simulating and mitigating extreme urban heat island effects in a factory area based on machine learning 期刊论文
BUILDING AND ENVIRONMENT, 2021, 卷号: 202, 页码: 13
Authors:  Liu, Shidong;  Zhang, Jianjun;  Li, Jiao;  Li, Yuqing;  Zhang, Jie;  Wu, Xia
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Extreme urban heat island  Factory  Internal layout  Machine learning  Marginal utility  Thermal environment  
Spatiotemporal Monitoring of Soil CO2 Efflux in a Subtropical Forest during the Dry Season Based on Field Observations and Remote Sensing Imagery 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 17, 页码: 23
Authors:  Chen, Tao;  Xu, Zhenwu;  Tang, Guoping;  Chen, Xiaohua;  Fang, Hong;  Guo, Hao;  Yuan, Ye;  Zheng, Guoxiong;  Jiang, Liangliang;  Niu, Xiangyu
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forest soil CO2 flux  satellite remote sensing data  random forest algorithm  subtropical forest ecosystem  
A Method for Identifying Geospatial Data Sharing Websites by Combining Multi-Source Semantic Information and Machine Learning 期刊论文
APPLIED SCIENCES-BASEL, 2021, 卷号: 11, 期号: 18, 页码: 19
Authors:  Cheng, Quanying;  Zhu, Yunqiang;  Zeng, Hongyun;  Song, Jia;  Wang, Shu;  Zhang, Jinqu;  Qian, Lang;  Qi, Yanmin
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geospatial data sharing website  multi-source semantic information  website classification  natural language processing technology  machine learning  
Cloud Detection Algorithm for Multi-Satellite Remote Sensing Imagery Based on a Spectral Library and 1D Convolutional Neural Network 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 16, 页码: 20
Authors:  Ma, Nan;  Sun, Lin;  Zhou, Chenghu;  He, Yawen
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ASTER spectral library  hyperspectral data  1D convolutional neural network  cloud detection  data simulation  multi-satellite remote sensing images