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科研机构
地理科学与资源研究... [20]
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期刊论文 [20]
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2021 [8]
2020 [6]
2019 [3]
2018 [2]
2017 [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
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
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: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
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
An unsupervised learning method with convolutional auto-encoder for vessel trajectory similarity computation
期刊论文
OCEAN ENGINEERING, 2021, 卷号: 225, 页码: 16
作者:
Liang, Maohan
;
Liu, Ryan Wen
;
Li, Shichen
;
Xiao, Zhe
;
Liu, Xin
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浏览/下载:44/0
  |  
提交时间:2021/06/10
Automatic identification system (AIS)
Trajectory similarity
Trajectory clustering
Convolutional neural network (CNN)
Convolutional auto-encoder (CAE)
Wheat yield predictions at a county and field scale with deep learning, machine learning, and google earth engine
期刊论文
EUROPEAN JOURNAL OF AGRONOMY, 2021, 卷号: 123, 页码: 12
作者:
Cao, Juan
;
Zhang, Zhao
;
Luo, Yuchuan
;
Zhang, Liangliang
;
Zhang, Jing
收藏
  |  
浏览/下载:42/0
  |  
提交时间:2021/04/25
Winter wheat
Machine learning
Deep learning
Google earth engine (GEE)
Yield estimation
Hyperspectral Image Classification Using a Hybrid 3D-2D Convolutional Neural Networks
期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 7570-7588
作者:
Ghaderizadeh, Saeed
;
Abbasi-Moghadam, Dariush
;
Sharifi, Alireza
;
Zhao, Na
;
Tariq, Aqil
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浏览/下载:19/0
  |  
提交时间:2021/11/05
Feature extraction
Three-dimensional displays
Convolution
Solid modeling
Hyperspectral imaging
Kernel
Convolutional neural networks
Convolutional neural network (CNN)
deep learning
hyperspectral image (HSI) classification
spectral-spatial features
Landslide Susceptibility Mapping Using Feature Fusion-Based CPCNN-ML in Lantau Island, Hong Kong
期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 3625-3639
作者:
Chen, Yangyang
;
Ming, Dongping
;
Ling, Xiao
;
Lv, Xianwei
;
Zhou, Chenghu
收藏
  |  
浏览/下载:20/0
  |  
提交时间:2021/06/10
Terrain factors
Numerical models
Feature extraction
Training
Statistical analysis
Geology
Reliability
Convolutional neural networks (CNNs)
landslide susceptibility mapping (LSM)
Lantau Island
remote sensing
Wild animal survey using UAS imagery and deep learning: modified Faster R-CNN for kiang detection in Tibetan Plateau
期刊论文
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 卷号: 169, 页码: 364-376
作者:
Peng, Jinbang
;
Wang, Dongliang
;
Liao, Xiaohan
;
Shao, Quanqin
;
Sun, Zhigang
收藏
  |  
浏览/下载:113/0
  |  
提交时间:2021/03/16
Wild animal survey
Deep learning
Object detection
Unmanned aircraft systems (UAS)
Estimating Land Surface Temperature from Satellite Passive Microwave Observations with the Traditional Neural Network, Deep Belief Network, and Convolutional Neural Network
期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 17, 页码: 27
作者:
Wang, Shaofei
;
Zhou, Ji
;
Lei, Tianjie
;
Wu, Hua
;
Zhang, Xiaodong
收藏
  |  
浏览/下载:17/0
  |  
提交时间:2021/03/16
land surface temperature
neural network
deep belief network
convolutional neural network
passive microwave
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