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地理科学与资源研究... [42]
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期刊论文 [40]
EI期刊论文 [1]
SCI/SSCI论文 [1]
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专题:地理科学与资源研究所
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Effectiveness of machine learning methods for water segmentation with ROI as the label: A case study of the Tuul River in Mongolia
期刊论文
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2021, 卷号: 103, 页码: 11
作者:
Li, Kai
;
Wang, Juanle
;
Yao, Jinyi
收藏
  |  
浏览/下载:72/0
  |  
提交时间:2021/11/05
Water Segmentation
Pixel-based CNN
ROI
U-net
Mongolia
A method for land surface temperature retrieval based on model-data-knowledge-driven and deep learning
期刊论文
REMOTE SENSING OF ENVIRONMENT, 2021, 卷号: 265, 页码: 19
作者:
Wang, Han
;
Mao, Kebiao
;
Yuan, Zijin
;
Shi, Jiancheng
;
Cao, Mengmeng
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  |  
浏览/下载:55/0
  |  
提交时间:2021/11/05
Land surface temperature (LST)
Model-data-knowledge-driven
Deep learning
Geophysical logical reasoning
Expert knowledge
Geospatial constrained optimization to simulate and predict spatiotemporal trends of air pollutants
期刊论文
SPATIAL STATISTICS, 2021, 卷号: 45, 页码: 28
作者:
Li, Lianfa
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  |  
浏览/下载:40/0
  |  
提交时间:2021/11/05
Constrained optimization
Domain knowledge
Spatiotemporal patterns
Air pollutant
Prediction
Uncertainty
Semi-Supervised Convolutional Long Short-Term Memory Neural Networks for Time Series Land Cover Classification
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 17, 页码: 18
作者:
Shen, Jing
;
Tao, Chao
;
Qi, Ji
;
Wang, Hao
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  |  
浏览/下载:51/0
  |  
提交时间:2021/11/05
image classification
Long Short-Term Memory neural network (LSTM)
remote sensing
semi-supervised learning
time series analysis
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
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  |  
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
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  |  
浏览/下载:24/0
  |  
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
NestNet: a multiscale convolutional neural network for remote sensing image change detection
期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2021, 卷号: 42, 期号: 13, 页码: 4902-4925
作者:
Yu, Xiao
;
Fan, Junfu
;
Chen, Jiahao
;
Zhang, Peng
;
Zhou, Yuke
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浏览/下载:51/0
  |  
提交时间:2021/06/10
Tree counting with high spatial-resolution satellite imagery based on deep neural networks
期刊论文
ECOLOGICAL INDICATORS, 2021, 卷号: 125, 页码: 12
作者:
Yao, Ling
;
Liu, Tang
;
Qin, Jun
;
Lu, Ning
;
Zhou, Chenghu
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  |  
浏览/下载:40/0
  |  
提交时间:2021/06/10
Forestry
Deep learning algorithms
Remote sensing
Density estimation
Tree counting
Multi-hour and multi-site air quality index forecasting in Beijing using CNN, LSTM, CNN-LSTM, and spatiotemporal clustering
期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 卷号: 169, 页码: 15
作者:
Yan, Rui
;
Liao, Jiaqiang
;
Yang, Jie
;
Sun, Wei
;
Nong, Mingyue
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/08/19
LSTM
CNN
Forecasting
AQI
Spatiotemporal clustering
Prediction of human activity intensity using the interactions in physical and social spaces through graph convolutional networks
期刊论文
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2021, 页码: 28
作者:
Li, Mingxiao
;
Gao, Song
;
Lu, Feng
;
Liu, Kang
;
Zhang, Hengcai
收藏
  |  
浏览/下载:62/0
  |  
提交时间:2021/06/10
Human activity intensity prediction
graph convolutional networks
social interaction
mobile phone data
human mobility
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