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中国科学院地理科学与资源研究所机构知识库
KMS Institute Of Geographic Sciences And Natural Resources Research,CAS
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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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  |  
View/Download:25/0
  |  
Submit date:2020/05/19
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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View/Download:21/0
  |  
Submit date:2020/05/19
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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  |  
View/Download:9/0
  |  
Submit date:2020/05/19
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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  |  
View/Download:8/0
  |  
Submit date:2020/05/19
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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Submit date:2020/05/19
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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View/Download:9/0
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Submit date:2020/05/19
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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  |  
View/Download:8/0
  |  
Submit date:2020/05/19
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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View/Download:8/0
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Submit date:2020/05/19
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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  |  
View/Download:10/0
  |  
Submit date:2020/05/19
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
Favorite
  |  
View/Download:9/0
  |  
Submit date:2020/05/19