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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
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Conditioned Latin hypercube sampling  Soil mapping  Representativeness  Sample randomness  
Development of spectral-phenological features for deep learning to understand Spartina alterniflora invasion 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2020, 卷号: 242, 页码: 15
Authors:  Tian, Jinyan;  Wang, Le;  Yin, Dameng;  Li, Xiaojuan;  Diao, Chunyuan;  Gong, Huili;  Shi, Chen;  Menenti, Massimo;  Ge, Yong;  Nie, Sheng;  Ou, Yang;  Song, Xiaonan;  Liu, Xiaomeng
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Cloudy coastal zone  Invasive species  Phenology  Google earth engine  Remote sensing big data  Deep learning  
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
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Soil particle size fractions  Log-ratio transformation  Boosted regression tree  Random forest  Regression kriging  
Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI 期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 卷号: 707, 页码: 11
Authors:  Wang, Jingzhe;  Ding, Jianli;  Yu, Danlin;  Teng, Dexiong;  He, Bin;  Chen, Xiangyue;  Ge, Xiangyu;  Zhang, Zipeng;  Wang, Yi;  Yang, Xiaodong;  Shi, Tiezhu;  Su, Fenzhen
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Soil salinization  Sentinel-2 MSI  Landsat-8 OLI  Cubist  Remote sensing  Surface soil moisture  
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
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ecosystem respiration  machine learning  deep learning  grasslands  northern China  
A lightweight ensemble spatiotemporal interpolation model for geospatial data 期刊论文
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2020, 页码: 24
Authors:  Cheng, Shifen;  Peng, Peng;  Lu, Feng
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Spatiotemporal interpolation  spatiotemporal dependence  lightweight ensemble  extreme learning machine  
Scale Sequence Joint Deep Learning (SS-JDL) for land use and land cover classification 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2020, 卷号: 237, 页码: 16
Authors:  Zhang, Ce;  Harrison, Paula A.;  Pan, Xin;  Li, Huapeng;  Sargent, Isabel;  Atkinson, Peter M.
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Multi-scale deep learning  Optimal scale selection  Convolutional neural network  Joint classification  Hierarchical representations  
A Robust Deep Learning Approach for Spatiotemporal Estimation of Satellite AOD and PM2.5 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 2, 页码: 27
Authors:  Li, Lianfa
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PM2.5  satellite AOD  deep learning  autoencoder  residual network  exposure estimation  high spatiotemporal resolution  
Combining Optical, Fluorescence, Thermal Satellite, and Environmental Data to Predict County-Level Maize Yield in China Using Machine Learning Approaches 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 1, 页码: 20
Authors:  Zhang, Liangliang;  Zhang, Zhao;  Luo, Yuchuan;  Cao, Juan;  Tao, Fulu
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maize  yield prediction  EVI  SIF  LST  machine learning  LSTM  
Predictive mapping with small field sample data using semi-supervised machine learning 期刊论文
TRANSACTIONS IN GIS, 2019, 页码: 17
Authors:  Du, Fei;  Zhu, A-Xing;  Liu, Jing;  Yang, Lin
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