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地理科学与资源研究... [14]
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期刊论文 [12]
SCI/SSCI论文 [2]
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2021 [5]
2020 [6]
2019 [1]
2016 [1]
2015 [1]
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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
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
作者:
Ma, Nan
;
Sun, Lin
;
Zhou, Chenghu
;
He, Yawen
收藏
  |  
浏览/下载:21/0
  |  
提交时间:2021/11/05
ASTER spectral library
hyperspectral data
1D convolutional neural network
cloud detection
data simulation
multi-satellite remote sensing images
Deep Learning Based Sea Ice Classification with Gaofen-3 Fully Polarimetric SAR Data
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 8, 页码: 22
作者:
Zhang, Tianyu
;
Yang, Ying
;
Shokr, Mohammed
;
Mi, Chunlei
;
Li, Xiao-Ming
收藏
  |  
浏览/下载:24/0
  |  
提交时间:2021/06/10
Gaofen-3
polarimetric data
sea ice classification
residual convolutional network
Spatiotemporal estimation of satellite-borne and ground-level NO2 using full residual deep networks
期刊论文
REMOTE SENSING OF ENVIRONMENT, 2021, 卷号: 254, 页码: 22
作者:
Li, Lianfa
;
Wu, Jiajie
收藏
  |  
浏览/下载:27/0
  |  
提交时间:2021/03/15
OMI-NO2 columns
Imputation of missing values
Full residual deep network
Bagging
Ground-level NO2 estimation
Traffic and land-use variables
Uncertainty
Inter-comparison of several soil moisture downscaling methods over the Qinghai-Tibet Plateau, China
期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 592, 页码: 21
作者:
Qu, Yuquan
;
Zhu, Zhongli
;
Montzka, Carsten
;
Chai, Linna
;
Liu, Shaomin
收藏
  |  
浏览/下载:25/0
  |  
提交时间:2021/07/09
Soil moisture
Downscaling
Methods comparison
Qinghai-Tibet plateau
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
收藏
  |  
浏览/下载:122/0
  |  
提交时间:2021/03/16
PM2.5
Machine learning
Air pollution exposure
Wildfires
Remote sensing
California
High spatiotemporal resolution
Multi-Scale Residual Deep Network for Semantic Segmentation of Buildings with Regularizer of Shape Representation
期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 18, 页码: 21
作者:
Wang, Chengyi
;
Li, Lianfa
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2021/03/16
multiple scales
residual deep ensemble learning
regularizer
shape representation
semantic segmentation of buildings
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
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2021/03/23
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
收藏
  |  
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
收藏
  |  
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
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