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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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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:10/0
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Submit date:2020/05/19
Soil particle size fractions
Log-ratio transformation
Boosted regression tree
Random forest
Regression kriging
Global variability in belowground autotrophic respiration in terrestrial ecosystems
期刊论文
EARTH SYSTEM SCIENCE DATA, 2019, 卷号: 11, 期号: 4, 页码: 1839-1852
Authors:
Tang, Xiaolu
;
Fan, Shaohui
;
Zhang, Wenjie
;
Gao, Sicong
;
Chen, Guo
;
Shi, Leilei
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View/Download:8/0
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Submit date:2020/05/19
Estimating Maize Above-Ground Biomass Using 3D Point Clouds of Multi-Source Unmanned Aerial Vehicle Data at Multi-Spatial Scales
期刊论文
REMOTE SENSING, 2019, 卷号: 11, 期号: 22, 页码: 22
Authors:
Zhu, Wanxue
;
Sun, Zhigang
;
Peng, Jinbang
;
Huang, Yaohuan
;
Li, Jing
;
Zhang, Junqiang
;
Yang, Bin
;
Liao, Xiaohan
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View/Download:8/0
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Submit date:2020/05/19
unmanned aerial vehicle
above-ground biomass
LiDAR
crop height
machine learning
multispectral data
SfM point clouds
Changes in soil microbial biomass with manure application in cropping systems: A meta-analysis
期刊论文
SOIL & TILLAGE RESEARCH, 2019, 卷号: 194, 页码: 11
Authors:
Ren, Fengling
;
Sun, Nan
;
Xu, Meng
;
Zhang, Xubo
;
Wu, Lianhai
;
Xu, Minggang
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View/Download:14/0
  |  
Submit date:2020/03/23
Microbial biomass
Manure
Mineral fertilizer
Chinese cropland
Meta-analysis
The Effect of NDVI Time Series Density Derived from Spatiotemporal Fusion of Multisource Remote Sensing Data on Crop Classification Accuracy
期刊论文
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2019, 卷号: 8, 期号: 11, 页码: 17
Authors:
Sun, Rui
;
Chen, Shaohui
;
Su, Hongbo
;
Mi, Chunrong
;
Jin, Ning
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View/Download:9/0
  |  
Submit date:2020/05/19
support vector machine
classification accuracy
remote sensing
random forest
Forest-Type Classification Using Time-Weighted Dynamic Time Warping Analysis in Mountain Areas: A Case Study in Southern China
期刊论文
FORESTS, 2019, 卷号: 10, 期号: 11, 页码: 18
Authors:
Cheng, Kai
;
Wang, Juanle
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Submit date:2020/05/19
forest type
time-weighted dynamic time warping
random forest
support vector machine
mountain area
southern China
Benchmarking Machine Learning Algorithms for Instantaneous Net Surface Shortwave Radiation Retrieval Using Remote Sensing Data
期刊论文
REMOTE SENSING, 2019, 卷号: 11, 期号: 21, 页码: 20
Authors:
Wu, Hua
;
Ying, Wangmin
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View/Download:9/0
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Submit date:2020/05/19
net surface shortwave radiation
MODIS
FLUXNET
Random Forest
Artificial Neural Network
Support Vector Regression
Mapping sugarcane in complex landscapes by integrating multi-temporal Sentinel-2 images and machine learning algorithms
期刊论文
LAND USE POLICY, 2019, 卷号: 88, 页码: 11
Authors:
Wang, Ming
;
Liu, Zhengjia
;
Baig, Muhammad Hasan Ali
;
Wang, Yongsheng
;
Li, Yurui
;
Chen, Yuanyan
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View/Download:9/0
  |  
Submit date:2020/05/19
Crop phenology
Sentinel-2 images
Machine learning approach
Sugarcane mapping
Land use
The assessment of different vegetation indices for spatial disaggregating of thermal imagery over the humid agricultural region
期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2019, 页码: 20
Authors:
Liu, Kai
;
Wang, Shudong
;
Li, Xueke
;
Li, Yao
;
Zhang, Bo
;
Zhai, Ruiting
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View/Download:9/0
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Submit date:2020/05/19
Evaluation and Comparison of Random Forest and A-LSTM Networks for Large-scale Winter Wheat Identification
期刊论文
REMOTE SENSING, 2019, 卷号: 11, 期号: 14, 页码: 21
Authors:
He, Tianle
;
Xie, Chuanjie
;
Liu, Qingsheng
;
Guan, Shiying
;
Liu, Gaohuan
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View/Download:11/0
  |  
Submit date:2020/03/23
winter wheat identification
random forest
A-LSTM
pixel-mixing effect
variable importance analysis