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地理科学与资源研究... [30]
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期刊论文 [21]
SCI/SSCI论文 [5]
EI期刊论文 [2]
会议论文 [2]
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2021 [2]
2020 [6]
2019 [5]
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专题:地理科学与资源研究所
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Encoder-Decoder Full Residual Deep Networks for Robust Regression and Spatiotemporal Estimation
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 9, 页码: 4217-4230
作者:
Li, Lianfa
;
Fang, Ying
;
Wu, Jun
;
Wang, Jinfeng
;
Ge, Yong
收藏
  |  
浏览/下载:80/0
  |  
提交时间:2021/11/05
Bias
deep learning
encoder-decoder
full residual deep network
non-linear regression
prediction of satellite aerosol optical depth (AOD) and PM2.5
spatiotemporal modeling
An Efficient Downscaling Scheme for High-Resolution Precipitation Estimates over a High Mountainous Watershed
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 2, 页码: 18
作者:
Zhao, Na
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2021/04/25
satellite precipitation product
statistical downscaling
rain gauge
IMERG
Ensemble-based deep learning for estimating PM2.5 over California with multisource big data including wildfire smoke
期刊论文
ENVIRONMENT INTERNATIONAL, 2020, 卷号: 145, 页码: 16
作者:
Li, Lianfa
;
Girguis, Mariam
;
Lurmann, Frederick
;
Pavlovic, Nathan
;
McClure, Crystal
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  |  
浏览/下载:123/0
  |  
提交时间:2021/03/16
PM2.5
Machine learning
Air pollution exposure
Wildfires
Remote sensing
California
High spatiotemporal resolution
Uncertainties in above ground tree biomass estimation
期刊论文
JOURNAL OF FORESTRY RESEARCH, 2020, 页码: 12
作者:
Qin, Lihou
;
Meng, Shengwang
;
Zhou, Guang
;
Liu, Qijing
;
Xu, Zhenzhao
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2021/03/16
Above-ground biomass
Measurement error
Residual variability
Parameter estimates
Sampling variability
Systematic comparison of five machine-learning models in classification and interpolation of soil particle size fractions using different transformed data
期刊论文
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2020, 卷号: 24, 期号: 5, 页码: 2505-2526
作者:
Zhang, Mo
;
Shi, Wenjiao
;
Xu, Ziwei
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  |  
浏览/下载:9/0
  |  
提交时间:2021/03/23
A novel segmental model to describe the complete soil water retention curve from saturation to oven dryness
期刊论文
JOURNAL OF HYDROLOGY, 2020, 卷号: 584, 页码: 10
作者:
Du, Chaoyang
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  |  
浏览/下载:9/0
  |  
提交时间:2021/03/23
Water retention curve
Full range
Oven-dryness
Segmental models
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
作者:
Wang, Zong
;
Shi, Wenjiao
;
Zhou, Wei
;
Li, Xiaoyan
;
Yue, Tianxiang
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  |  
浏览/下载:7/0
  |  
提交时间:2020/05/19
Soil particle size fractions
Log-ratio transformation
Boosted regression tree
Random forest
Regression kriging
Spatiotemporal imputation of MAIAC AOD using deep learning with downscaling
期刊论文
REMOTE SENSING OF ENVIRONMENT, 2020, 卷号: 237, 页码: 17
作者:
Li, Lianfa
;
Franklin, Meredith
;
Girguis, Mariam
;
Lurmann, Frederick
;
Wu, Jun
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  |  
浏览/下载:13/0
  |  
提交时间:2020/05/19
Aerosol Optical Depth
MAIAC
MERRA-2 GMI Replay Simulation
Deep learning
Downscaling
Missingness imputation
Air quality
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
作者:
Liu, Kai
;
Wang, Shudong
;
Li, Xueke
;
Li, Yao
;
Zhang, Bo
收藏
  |  
浏览/下载:3/0
  |  
提交时间:2020/05/19
Heteroscedastic and symmetric efficiency for hydrological model evaluation criteria
期刊论文
HYDROLOGY RESEARCH, 2019, 卷号: 50, 期号: 5, 页码: 1189-1201
作者:
Zhan, Chesheng
;
Han, Jian
;
Zou, Lei
;
Sun, Fubao
;
Wang, Tiejun
收藏
  |  
浏览/下载:0/0
  |  
提交时间:2020/05/19
conceptual hydrological model
goodness of fit
heteroscedasticity
metric space
model performance assessment
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